{
  "generated_at": "2026-08-22T23:53:16.247Z",
  "schema_version": "hackathonhelp.api.v2",
  "counts": {
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    "live": 8,
    "mega": 14,
    "excluded": 25
  },
  "top": [
    {
      "id": "dp-api-cloud-ai-hackathon-2026-api-cloud-ai-hackathon-2026",
      "slug": "api-cloud-ai-hackathon-2026-api-cloud-ai-hackathon-2026",
      "title": "DevNetwork [API + Cloud + AI] Hackathon 2026",
      "organizer": "DevNetwork",
      "prize_usd": 39500,
      "prize_raw": "$39,500",
      "registrants": 885,
      "starts_at": "2026-08-17T00:00:00.000Z",
      "ends_at": "2026-09-03T23:59:00.000Z",
      "time_left": "12 days left",
      "location_type": "online",
      "location": "Santa Clara Convention Center and Online",
      "themes": [
        "IoT",
        "Low/No Code",
        "Machine Learning/AI"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 8,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://api-cloud-ai-hackathon-2026.devpost.com/project-gallery",
      "source_url": "https://api-cloud-ai-hackathon-2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.143Z",
      "days_left": 13,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 39500,
        "cash_value": 39500,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 39500,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 885,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 71,
        "field_p10": 46,
        "field_p50": 71,
        "field_p90": 110,
        "funnel": null
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      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
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      "fit": {
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        "code_reuse": 0.1,
        "effective_p80_hours": 36
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      "score_v01": {
        "components": {
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          "winnability": 45,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
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        "known_components": 2,
        "opportunity_score": 66
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      "metrics": {
        "equal_share_naive": 44.63,
        "fair_share_serious": 556.34,
        "days_left": 13
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 4,
          "p50": 8,
          "p90": 16
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.113,
        "p_paid": 0.113,
        "ev_cash_heuristic": 4451,
        "note": "slot count assumed until prize ladders are verified on official pages"
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      "decision": {
        "action": "SPRINT",
        "reason": "tight but real (10-14d finish prior 97%)",
        "feasibility": 0.97,
        "feasibility_label": "10-14d",
        "latest_safe_start": "2026-08-23",
        "p_finish_proxy": 0.97,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
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        "opportunity_cost_usd": 900
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      "mega": {
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        "reasons": [
          "$556.34 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
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      "attention": 35074.4,
      "attention_breakdown": {
        "action": "SPRINT",
        "score": 66,
        "formula": "SPRINT - tight but real (10-14d finish prior 97%)"
      }
    },
    {
      "id": "man-telegraph-h1",
      "slug": "telegraph-h1",
      "title": "Telegraph H1 Hackathon",
      "organizer": "Telegraph Protocol",
      "prize_usd": 5000,
      "prize_raw": null,
      "registrants": null,
      "starts_at": "2026-08-17",
      "ends_at": "2026-09-07",
      "first_deadline": "2026-08-31",
      "deadline_note": "H1 first deadline Aug 31 (miner/script submissions); season runs to Sep 7",
      "time_left": null,
      "location_type": "online",
      "location": "Online",
      "themes": [
        "api",
        "machine-intelligence",
        "evaluation",
        "agents"
      ],
      "open_to_all": true,
      "source_url": "https://hackathon.telegraphprotocol.com/",
      "source": "manual",
      "source_authority": "official_rules",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
        "prize_breakdown": {
          "advertised": 5000,
          "cash": 5000,
          "credits": null
        },
        "eligibility_note": "Open to developers per official site; explicit age/prize rules not found - confirm before EV math",
        "field_note": "early, no useful count",
        "judging": null,
        "organizer_quality": 0.85,
        "technical_depth_prior": null,
        "family_prior_override": null
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      "days_left": 9,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": true,
        "student_only": false,
        "country_restricted": null
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      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": "Open to developers per official site; explicit age/prize rules not found - confirm before EV math"
      },
      "prize": {
        "advertised_value": 5000,
        "cash_value": 5000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 5000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": null,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
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        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
        "funnel": null
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      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "contract": {
        "slug": "telegraph-h1",
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          "open_to_all": "TRUE",
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          "age_restricted": "UNKNOWN",
          "min_age": null,
          "countries_restricted": [],
          "online_participation": "TRUE",
          "team_required": "UNKNOWN",
          "max_team_size": null
        },
        "tracks": [
          {
            "name": "Miner Track",
            "prize_usd": 2000
          },
          {
            "name": "Script Author Track",
            "prize_usd": 1000
          },
          {
            "name": "Application Track",
            "prize_usd": 2000
          }
        ],
        "required_tech": [
          "Telegraph protocol"
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        "optional_sponsor_tech": [],
        "judging": {
          "Normalized Performance (within Intent)": "75%",
          "Engagement & Updates on X": "25%",
          "Telegraph's automated eval of script": "HIGH",
          "Accuracy of miner rankings produced": "HIGH",
          "Resistance to gaming": "HIGH",
          "Users acquired & activity": "HIGH",
          "Usage and adoption": "HIGH",
          "Creativity and usefulness": "HIGH",
          "Must use Telegraph miners": "HIGH"
        },
        "deliverables": [
          "live Miner integration",
          "evaluation script",
          "working application or agent",
          "X posts with progress updates",
          "Discord participation"
        ],
        "originality": {
          "new_project_required": "UNKNOWN",
          "preexisting_code_allowed": "UNKNOWN",
          "disclosure_required": "UNKNOWN"
        },
        "prizes": [
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            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Miner Track 2nd",
            "cash_usd": 600,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Miner Track 3rd",
            "cash_usd": 400,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Script Author Track 1st",
            "cash_usd": 500,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Script Author Track 2nd",
            "cash_usd": 300,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Script Author Track 3rd",
            "cash_usd": 200,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Application Track 1st",
            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Application Track 2nd",
            "cash_usd": 600,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Application Track 3rd",
            "cash_usd": 400,
            "credits_usd": null,
            "other": null
          }
        ],
        "build_window": {
          "start": "2026-08-17",
          "end": "2026-09-07T12:00:00Z"
        },
        "sources": [
          {
            "url": "https://hackathon.telegraphprotocol.com/",
            "quote": "SEASON I · 2026 · OPEN TO ANY DEVELOPER"
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/rules",
            "quote": "TOTAL PRIZE POOL $5,000 USD"
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/rules",
            "quote": "75 points — Normalized Performance (your score relative to the best Miner in your specific Intent) 25 points — X Engagement & Transparency"
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/rules",
            "quote": "Applications in Track 3 must use real Telegraph Miners. Simulated or mocked data is not allowed."
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/rules",
            "quote": "All participants must join the official Hackathon Discord."
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/rules",
            "quote": "All updates used for judging must be publicly posted on X and properly tagged."
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/",
            "quote": "SEP 7, 2026 · 12:00 UTC · SUBMISSIONS CLOSE"
          }
        ],
        "validated": true,
        "validator": "deterministic-v1",
        "fit_boost": 0
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      "fit": {
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        "code_reuse": 0.55,
        "effective_p80_hours": 18
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      "score_v01": {
        "components": {
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          "judging_tractability": null,
          "organizer_quality": 85
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        "opportunity_score": 76
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        "fair_share_serious": null,
        "days_left": 9
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        "prize not published on platform card — see official page"
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      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
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        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SPRINT",
        "reason": "tight but real (7-10d finish prior 90%)",
        "feasibility": 0.9,
        "feasibility_label": "7-10d",
        "latest_safe_start": "2026-08-31",
        "p_finish_proxy": 0.9,
        "build_model": {
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          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
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        "opportunity_cost_usd": 450
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      "mega": null,
      "order_key": 35068.4,
      "attention": 35068.4,
      "attention_breakdown": {
        "action": "SPRINT",
        "score": 76,
        "formula": "SPRINT - tight but real (7-10d finish prior 90%)"
      }
    },
    {
      "id": "man-ai-infra-summit-hackathon",
      "slug": "ai-infra-summit-hackathon",
      "title": "AI Infra Summit Hackathon",
      "organizer": "lablab.ai x Kisaco Research",
      "prize_usd": 10500,
      "prize_raw": "$10,500 confirmed + partner prizes being finalized (Intel VLA track $2k/$1.5k/$1k)",
      "registrants": 1859,
      "starts_at": "2026-09-10",
      "ends_at": "2026-09-17",
      "first_deadline": null,
      "deadline_note": null,
      "time_left": null,
      "location_type": "online",
      "location": "Hybrid - online build Sep 10-16",
      "themes": [
        "ai-infrastructure",
        "intel",
        "qualcomm",
        "production-ai"
      ],
      "open_to_all": true,
      "source_url": "https://lablab.ai/ai-hackathons/ai-infra-summit-hackathon",
      "source": "manual",
      "source_authority": "official_rules",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
        "prize_breakdown": {
          "advertised": 10500,
          "cash": 10500,
          "credits": null,
          "_note": "$10,500 confirmed + partner prizes being finalized (Intel VLA track $2k/$1.5k/$1k)"
        },
        "eligibility_note": null,
        "field_note": null,
        "judging": "application of tech, business value, originality",
        "organizer_quality": 0.85,
        "technical_depth_prior": null,
        "family_prior_override": null
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      "days_left": 26,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": true,
        "student_only": false,
        "country_restricted": null
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      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": "application of tech, business value, originality"
      },
      "prize": {
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        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 10500,
        "headline_inflation": 0
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      "field": {
        "registrations": 1859,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 93,
        "field_p10": 60,
        "field_p50": 93,
        "field_p90": 144,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
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      "fit": {
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        "code_reuse": 0.1,
        "effective_p80_hours": 36
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      "score_v01": {
        "components": {
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          "winnability": 44,
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          "judging_tractability": 82,
          "organizer_quality": 85
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        "opportunity_score": 82
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      "metrics": {
        "equal_share_naive": 5.65,
        "fair_share_serious": 112.9,
        "days_left": 26
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      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
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        "paying_slots_source": "assumed",
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        "p_paid": 0.065,
        "ev_cash_heuristic": 677,
        "note": "slot count assumed until prize ladders are verified on official pages"
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        "action": "PREP",
        "reason": "commit by 2026-09-06",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-06",
        "p_finish_proxy": 1,
        "build_model": {
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          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
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        "opportunity_cost_usd": 900
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      "mega": {
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        "reasons": [
          "$112.9 normalized prize per estimated submission"
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        "category": "value_competition_gap"
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      "order_key": 30088.8,
      "attention": 30088.8,
      "attention_breakdown": {
        "action": "PREP",
        "score": 82,
        "formula": "PREP - commit by 2026-09-06"
      }
    },
    {
      "id": "br-boss-battle-boss-battle",
      "slug": "br-boss-battle-boss-battle",
      "title": "BOSS Battle",
      "organizer": null,
      "prize_usd": null,
      "prize_raw": null,
      "registrants": 33,
      "starts_at": null,
      "ends_at": "2026-09-28T18:29:00.000Z",
      "time_left": "37 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [],
      "open_to_all": true,
      "source_url": "https://boss-battle.devfolio.co",
      "source": "brabble",
      "source_authority": "unverified",
      "observed_at": "2026-08-22T23:52:02.449Z",
      "eligibility_flags": [],
      "days_left": 37,
      "gates": {
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        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
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      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": "Bitcoin/Nostr tracks, technical judging; age rules not explicit"
      },
      "prize": {
        "advertised_value": 3000,
        "cash_value": 3000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 3000,
        "headline_inflation": 0
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      "field": {
        "registrations": 33,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 12,
        "field_p10": 8,
        "field_p50": 12,
        "field_p90": 19,
        "funnel": null
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      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
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      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
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      "score_v01": {
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          "winnability": 60,
          "historical_winner_quality": null,
          "judging_tractability": 82,
          "organizer_quality": null
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        "known_components": 3,
        "opportunity_score": 77
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      "metrics": {
        "equal_share_naive": 90.91,
        "fair_share_serious": 250,
        "days_left": 37
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      "cautions": [
        "prize not published on platform card — see official page"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
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        "paying_slots_source": "assumed",
        "baseline_any_payout": 0.5,
        "p_paid": 0.5,
        "ev_cash_heuristic": 1500,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "PREP",
        "reason": "far out; latest safe start 2026-09-17",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-17",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
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      "mega": {
        "score": 35,
        "reasons": [
          "$250 normalized prize per estimated submission"
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        "category": "value_competition_gap"
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      "order_key": 30084.3,
      "attention": 30084.3,
      "attention_breakdown": {
        "action": "PREP",
        "score": 77,
        "formula": "PREP - far out; latest safe start 2026-09-17"
      }
    },
    {
      "id": "man-ethonline-2026",
      "slug": "ethonline-2026",
      "title": "ETHOnline 2026",
      "organizer": "ETHGlobal",
      "prize_usd": null,
      "prize_raw": "TBA; ETHGlobal Lisbon 2026 had $100K sponsor pool - depth expected",
      "registrants": null,
      "starts_at": "2026-09-04",
      "ends_at": "2026-09-16",
      "first_deadline": null,
      "deadline_note": null,
      "time_left": null,
      "location_type": "online",
      "location": "Online",
      "themes": [
        "ethereum",
        "agents",
        "verification",
        "payments"
      ],
      "open_to_all": true,
      "source_url": "https://ethglobal.com/events/online2026",
      "source": "manual",
      "source_authority": "official_rules",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
        "prize_breakdown": {
          "advertised": null,
          "cash": null,
          "credits": null,
          "_note": "TBA; ETHGlobal Lisbon 2026 had $100K sponsor pool - depth expected"
        },
        "eligibility_note": "Under-18 route exists w/ guardian consent (official rules)",
        "field_note": "curated admission, count not public",
        "judging": null,
        "organizer_quality": 0.95,
        "technical_depth_prior": "high",
        "family_prior_override": null
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      "days_left": 25,
      "gates": {
        "registration_open": true,
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        "remote_ok": true,
        "age_confirmed": true,
        "student_only": false,
        "country_restricted": null
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      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": "Under-18 route exists w/ guardian consent (official rules)"
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        "cash_value": null,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": null,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
        "funnel": null
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      "slots": {
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        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0.74,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
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      "score_v01": {
        "components": {
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          "winnability": null,
          "historical_winner_quality": 85,
          "judging_tractability": null,
          "organizer_quality": 95
        },
        "known_components": 2,
        "opportunity_score": 85
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": 25
      },
      "cautions": [
        "prize pool not yet announced — rescore when tracks land"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": null,
        "p_paid": null,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "PREP",
        "reason": "commit by 2026-09-05",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-05",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": 30076.5,
      "attention": 30076.5,
      "attention_breakdown": {
        "action": "PREP",
        "score": 85,
        "formula": "PREP - commit by 2026-09-05"
      }
    },
    {
      "id": "dp-volthacks-volthacks",
      "slug": "volthacks-volthacks",
      "title": "VoltHacks",
      "organizer": "VoltHacks",
      "prize_usd": 35785,
      "prize_raw": "$35,785",
      "registrants": 1697,
      "starts_at": "2026-05-22T00:00:00.000Z",
      "ends_at": "2026-09-05T23:59:00.000Z",
      "time_left": "14 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "IoT",
        "Machine Learning/AI",
        "Beginner Friendly"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 5,
        "other": 4
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://volthacks.devpost.com/project-gallery",
      "source_url": "https://volthacks.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:50.629Z",
      "days_left": 15,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 35785,
        "cash_value": 35785,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 35785,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 1697,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 85,
        "field_p10": 55,
        "field_p50": 85,
        "field_p90": 132,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": 100,
          "winnability": 44,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 2,
        "opportunity_score": 65
      },
      "metrics": {
        "equal_share_naive": 21.09,
        "fair_share_serious": 421,
        "days_left": 15
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 5,
          "p90": 10
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.059,
        "p_paid": 0.059,
        "ev_cash_heuristic": 2105,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "PREP",
        "reason": "commit by 2026-08-25",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-08-25",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$421 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 30073.5,
      "attention": 30073.5,
      "attention_breakdown": {
        "action": "PREP",
        "score": 65,
        "formula": "PREP - commit by 2026-08-25"
      }
    },
    {
      "id": "dp-ai-builders-hackathon-2026-ai-builders-hackathon-2026",
      "slug": "ai-builders-hackathon-2026-ai-builders-hackathon-2026",
      "title": "AI Builders Hackathon",
      "organizer": "AI",
      "prize_usd": 33900,
      "prize_raw": "$33,900",
      "registrants": 1996,
      "starts_at": "2026-08-21T00:00:00.000Z",
      "ends_at": "2026-09-15T23:59:00.000Z",
      "time_left": "24 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Machine Learning/AI",
        "Open Ended",
        "Beginner Friendly"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 2,
        "other": 3
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://ai-builders-hackathon-2026.devpost.com/project-gallery",
      "source_url": "https://ai-builders-hackathon-2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:50.629Z",
      "days_left": 25,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 33900,
        "cash_value": 33900,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 33900,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 1996,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 100,
        "field_p10": 65,
        "field_p50": 100,
        "field_p90": 155,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": 100,
          "winnability": 43,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 2,
        "opportunity_score": 65
      },
      "metrics": {
        "equal_share_naive": 16.98,
        "fair_share_serious": 339,
        "days_left": 25
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 1,
          "p50": 2,
          "p90": 4
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.02,
        "p_paid": 0.02,
        "ev_cash_heuristic": 678,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "PREP",
        "reason": "commit by 2026-09-04",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-04",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$339 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 30073.5,
      "attention": 30073.5,
      "attention_breakdown": {
        "action": "PREP",
        "score": 65,
        "formula": "PREP - commit by 2026-09-04"
      }
    },
    {
      "id": "man-boss-battle",
      "slug": "boss-battle-bitshala",
      "title": "BOSS Battle",
      "organizer": "Bitshala",
      "prize_usd": 3000,
      "prize_raw": null,
      "registrants": null,
      "starts_at": "2026-09-07",
      "ends_at": "2026-10-05",
      "first_deadline": null,
      "deadline_note": null,
      "time_left": null,
      "location_type": "online",
      "location": "Online",
      "themes": [
        "bitcoin",
        "nostr",
        "privacy",
        "ai"
      ],
      "open_to_all": true,
      "source_url": "https://boss-battle.devfolio.co/",
      "source": "manual",
      "source_authority": "platform_metadata_unverified",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
        "prize_breakdown": {
          "advertised": 3000,
          "cash": 3000,
          "credits": null
        },
        "eligibility_note": "Age/prize eligibility not explicit on public page - asterisk until verified",
        "field_note": "not published",
        "judging": "originality, technical depth, working demo, market insight",
        "organizer_quality": 0.75,
        "technical_depth_prior": null,
        "family_prior_override": null
      },
      "days_left": 44,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": "Age/prize eligibility not explicit on public page - asterisk until verified"
      },
      "prize": {
        "advertised_value": 3000,
        "cash_value": 3000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 3000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": null,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "contract": {
        "slug": "boss-battle-bitshala",
        "eligibility": {
          "open_to_all": "TRUE",
          "student_only": "UNKNOWN",
          "age_restricted": "UNKNOWN",
          "min_age": null,
          "countries_restricted": [],
          "online_participation": "TRUE",
          "team_required": "TRUE",
          "max_team_size": 3
        },
        "tracks": [
          {
            "name": "Machine Money",
            "prize_usd": 1000
          },
          {
            "name": "Freedom Stack",
            "prize_usd": 1000
          },
          {
            "name": "Cypherpunk",
            "prize_usd": 1000
          }
        ],
        "required_tech": [],
        "optional_sponsor_tech": [],
        "judging": {},
        "deliverables": [],
        "originality": {
          "new_project_required": "UNKNOWN",
          "preexisting_code_allowed": "UNKNOWN",
          "disclosure_required": "UNKNOWN"
        },
        "prizes": [
          {
            "rank_or_track": "Machine Money",
            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Freedom Stack",
            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Cypherpunk",
            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          }
        ],
        "build_window": {
          "start": "2026-09-07",
          "end": "2026-10-05"
        },
        "sources": [
          {
            "url": "https://boss-battle.devfolio.co/overview",
            "quote": "BOSS Battle flips that: it's virtual, it's open, and it's a hackathon instead of a summit."
          },
          {
            "url": "https://boss-battle.devfolio.co/prizes",
            "quote": "PRIZE POOL $3,000 — Bitshala Upto $3,000 — TRACKS: $1,000: Machine Money, $1,000: Freedom Stack, $1,000: Cypherpunk"
          },
          {
            "url": "https://boss-battle.devfolio.co/schedule",
            "quote": "07 SEP 2026 (MON) 12:00 AM Hackathon starts — 05 OCT 2026 (MON) 11:59 PM Hackathon ends"
          },
          {
            "url": "https://boss-battle.devfolio.co/overview",
            "quote": "Team size: 1 - 3"
          }
        ],
        "validated": true,
        "validator": "deterministic-v1",
        "fit_boost": 0
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.4,
        "effective_p80_hours": 24
      },
      "score_v01": {
        "components": {
          "expected_prize_value": null,
          "winnability": null,
          "historical_winner_quality": null,
          "judging_tractability": 82,
          "organizer_quality": 75
        },
        "known_components": 2,
        "opportunity_score": 71
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": 44
      },
      "cautions": [
        "prize not published on platform card — see official page"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": null,
        "p_paid": null,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "PREP",
        "reason": "far out; latest safe start 2026-09-27",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-27",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 600
      },
      "mega": null,
      "order_key": 30063.9,
      "attention": 30063.9,
      "attention_breakdown": {
        "action": "PREP",
        "score": 71,
        "formula": "PREP - far out; latest safe start 2026-09-27"
      }
    }
  ],
  "opportunities": [
    {
      "id": "dp-api-cloud-ai-hackathon-2026-api-cloud-ai-hackathon-2026",
      "slug": "api-cloud-ai-hackathon-2026-api-cloud-ai-hackathon-2026",
      "title": "DevNetwork [API + Cloud + AI] Hackathon 2026",
      "organizer": "DevNetwork",
      "prize_usd": 39500,
      "prize_raw": "$39,500",
      "registrants": 885,
      "starts_at": "2026-08-17T00:00:00.000Z",
      "ends_at": "2026-09-03T23:59:00.000Z",
      "time_left": "12 days left",
      "location_type": "online",
      "location": "Santa Clara Convention Center and Online",
      "themes": [
        "IoT",
        "Low/No Code",
        "Machine Learning/AI"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 8,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://api-cloud-ai-hackathon-2026.devpost.com/project-gallery",
      "source_url": "https://api-cloud-ai-hackathon-2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.143Z",
      "days_left": 13,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 39500,
        "cash_value": 39500,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 39500,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 885,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 71,
        "field_p10": 46,
        "field_p50": 71,
        "field_p90": 110,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0.22,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": 100,
          "winnability": 45,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 2,
        "opportunity_score": 66
      },
      "metrics": {
        "equal_share_naive": 44.63,
        "fair_share_serious": 556.34,
        "days_left": 13
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 4,
          "p50": 8,
          "p90": 16
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.113,
        "p_paid": 0.113,
        "ev_cash_heuristic": 4451,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SPRINT",
        "reason": "tight but real (10-14d finish prior 97%)",
        "feasibility": 0.97,
        "feasibility_label": "10-14d",
        "latest_safe_start": "2026-08-23",
        "p_finish_proxy": 0.97,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$556.34 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 35074.4,
      "attention": 35074.4,
      "attention_breakdown": {
        "action": "SPRINT",
        "score": 66,
        "formula": "SPRINT - tight but real (10-14d finish prior 97%)"
      }
    },
    {
      "id": "man-telegraph-h1",
      "slug": "telegraph-h1",
      "title": "Telegraph H1 Hackathon",
      "organizer": "Telegraph Protocol",
      "prize_usd": 5000,
      "prize_raw": null,
      "registrants": null,
      "starts_at": "2026-08-17",
      "ends_at": "2026-09-07",
      "first_deadline": "2026-08-31",
      "deadline_note": "H1 first deadline Aug 31 (miner/script submissions); season runs to Sep 7",
      "time_left": null,
      "location_type": "online",
      "location": "Online",
      "themes": [
        "api",
        "machine-intelligence",
        "evaluation",
        "agents"
      ],
      "open_to_all": true,
      "source_url": "https://hackathon.telegraphprotocol.com/",
      "source": "manual",
      "source_authority": "official_rules",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
        "prize_breakdown": {
          "advertised": 5000,
          "cash": 5000,
          "credits": null
        },
        "eligibility_note": "Open to developers per official site; explicit age/prize rules not found - confirm before EV math",
        "field_note": "early, no useful count",
        "judging": null,
        "organizer_quality": 0.85,
        "technical_depth_prior": null,
        "family_prior_override": null
      },
      "days_left": 9,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": true,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": "Open to developers per official site; explicit age/prize rules not found - confirm before EV math"
      },
      "prize": {
        "advertised_value": 5000,
        "cash_value": 5000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 5000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": null,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "contract": {
        "slug": "telegraph-h1",
        "eligibility": {
          "open_to_all": "TRUE",
          "student_only": "FALSE",
          "age_restricted": "UNKNOWN",
          "min_age": null,
          "countries_restricted": [],
          "online_participation": "TRUE",
          "team_required": "UNKNOWN",
          "max_team_size": null
        },
        "tracks": [
          {
            "name": "Miner Track",
            "prize_usd": 2000
          },
          {
            "name": "Script Author Track",
            "prize_usd": 1000
          },
          {
            "name": "Application Track",
            "prize_usd": 2000
          }
        ],
        "required_tech": [
          "Telegraph protocol"
        ],
        "optional_sponsor_tech": [],
        "judging": {
          "Normalized Performance (within Intent)": "75%",
          "Engagement & Updates on X": "25%",
          "Telegraph's automated eval of script": "HIGH",
          "Accuracy of miner rankings produced": "HIGH",
          "Resistance to gaming": "HIGH",
          "Users acquired & activity": "HIGH",
          "Usage and adoption": "HIGH",
          "Creativity and usefulness": "HIGH",
          "Must use Telegraph miners": "HIGH"
        },
        "deliverables": [
          "live Miner integration",
          "evaluation script",
          "working application or agent",
          "X posts with progress updates",
          "Discord participation"
        ],
        "originality": {
          "new_project_required": "UNKNOWN",
          "preexisting_code_allowed": "UNKNOWN",
          "disclosure_required": "UNKNOWN"
        },
        "prizes": [
          {
            "rank_or_track": "Miner Track 1st",
            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Miner Track 2nd",
            "cash_usd": 600,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Miner Track 3rd",
            "cash_usd": 400,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Script Author Track 1st",
            "cash_usd": 500,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Script Author Track 2nd",
            "cash_usd": 300,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Script Author Track 3rd",
            "cash_usd": 200,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Application Track 1st",
            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Application Track 2nd",
            "cash_usd": 600,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Application Track 3rd",
            "cash_usd": 400,
            "credits_usd": null,
            "other": null
          }
        ],
        "build_window": {
          "start": "2026-08-17",
          "end": "2026-09-07T12:00:00Z"
        },
        "sources": [
          {
            "url": "https://hackathon.telegraphprotocol.com/",
            "quote": "SEASON I · 2026 · OPEN TO ANY DEVELOPER"
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/rules",
            "quote": "TOTAL PRIZE POOL $5,000 USD"
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/rules",
            "quote": "75 points — Normalized Performance (your score relative to the best Miner in your specific Intent) 25 points — X Engagement & Transparency"
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/rules",
            "quote": "Applications in Track 3 must use real Telegraph Miners. Simulated or mocked data is not allowed."
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/rules",
            "quote": "All participants must join the official Hackathon Discord."
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/rules",
            "quote": "All updates used for judging must be publicly posted on X and properly tagged."
          },
          {
            "url": "https://hackathon.telegraphprotocol.com/",
            "quote": "SEP 7, 2026 · 12:00 UTC · SUBMISSIONS CLOSE"
          }
        ],
        "validated": true,
        "validator": "deterministic-v1",
        "fit_boost": 0
      },
      "fit": {
        "strategic_fit": 1,
        "code_reuse": 0.55,
        "effective_p80_hours": 18
      },
      "score_v01": {
        "components": {
          "expected_prize_value": null,
          "winnability": null,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": 85
        },
        "known_components": 1,
        "opportunity_score": 76
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": 9
      },
      "cautions": [
        "prize not published on platform card — see official page"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": null,
        "p_paid": null,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SPRINT",
        "reason": "tight but real (7-10d finish prior 90%)",
        "feasibility": 0.9,
        "feasibility_label": "7-10d",
        "latest_safe_start": "2026-08-31",
        "p_finish_proxy": 0.9,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 450
      },
      "mega": null,
      "order_key": 35068.4,
      "attention": 35068.4,
      "attention_breakdown": {
        "action": "SPRINT",
        "score": 76,
        "formula": "SPRINT - tight but real (7-10d finish prior 90%)"
      }
    },
    {
      "id": "man-ai-infra-summit-hackathon",
      "slug": "ai-infra-summit-hackathon",
      "title": "AI Infra Summit Hackathon",
      "organizer": "lablab.ai x Kisaco Research",
      "prize_usd": 10500,
      "prize_raw": "$10,500 confirmed + partner prizes being finalized (Intel VLA track $2k/$1.5k/$1k)",
      "registrants": 1859,
      "starts_at": "2026-09-10",
      "ends_at": "2026-09-17",
      "first_deadline": null,
      "deadline_note": null,
      "time_left": null,
      "location_type": "online",
      "location": "Hybrid - online build Sep 10-16",
      "themes": [
        "ai-infrastructure",
        "intel",
        "qualcomm",
        "production-ai"
      ],
      "open_to_all": true,
      "source_url": "https://lablab.ai/ai-hackathons/ai-infra-summit-hackathon",
      "source": "manual",
      "source_authority": "official_rules",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
        "prize_breakdown": {
          "advertised": 10500,
          "cash": 10500,
          "credits": null,
          "_note": "$10,500 confirmed + partner prizes being finalized (Intel VLA track $2k/$1.5k/$1k)"
        },
        "eligibility_note": null,
        "field_note": null,
        "judging": "application of tech, business value, originality",
        "organizer_quality": 0.85,
        "technical_depth_prior": null,
        "family_prior_override": null
      },
      "days_left": 26,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": true,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": "application of tech, business value, originality"
      },
      "prize": {
        "advertised_value": 10500,
        "cash_value": 10500,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 10500,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 1859,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 93,
        "field_p10": 60,
        "field_p50": 93,
        "field_p90": 144,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": 92,
          "winnability": 44,
          "historical_winner_quality": null,
          "judging_tractability": 82,
          "organizer_quality": 85
        },
        "known_components": 4,
        "opportunity_score": 82
      },
      "metrics": {
        "equal_share_naive": 5.65,
        "fair_share_serious": 112.9,
        "days_left": 26
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": 0.065,
        "p_paid": 0.065,
        "ev_cash_heuristic": 677,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "PREP",
        "reason": "commit by 2026-09-06",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-06",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$112.9 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 30088.8,
      "attention": 30088.8,
      "attention_breakdown": {
        "action": "PREP",
        "score": 82,
        "formula": "PREP - commit by 2026-09-06"
      }
    },
    {
      "id": "br-boss-battle-boss-battle",
      "slug": "br-boss-battle-boss-battle",
      "title": "BOSS Battle",
      "organizer": null,
      "prize_usd": null,
      "prize_raw": null,
      "registrants": 33,
      "starts_at": null,
      "ends_at": "2026-09-28T18:29:00.000Z",
      "time_left": "37 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [],
      "open_to_all": true,
      "source_url": "https://boss-battle.devfolio.co",
      "source": "brabble",
      "source_authority": "unverified",
      "observed_at": "2026-08-22T23:52:02.449Z",
      "eligibility_flags": [],
      "days_left": 37,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": "Bitcoin/Nostr tracks, technical judging; age rules not explicit"
      },
      "prize": {
        "advertised_value": 3000,
        "cash_value": 3000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 3000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 33,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 12,
        "field_p10": 8,
        "field_p50": 12,
        "field_p90": 19,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": 100,
          "winnability": 60,
          "historical_winner_quality": null,
          "judging_tractability": 82,
          "organizer_quality": null
        },
        "known_components": 3,
        "opportunity_score": 77
      },
      "metrics": {
        "equal_share_naive": 90.91,
        "fair_share_serious": 250,
        "days_left": 37
      },
      "cautions": [
        "prize not published on platform card — see official page"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": 0.5,
        "p_paid": 0.5,
        "ev_cash_heuristic": 1500,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "PREP",
        "reason": "far out; latest safe start 2026-09-17",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-17",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$250 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 30084.3,
      "attention": 30084.3,
      "attention_breakdown": {
        "action": "PREP",
        "score": 77,
        "formula": "PREP - far out; latest safe start 2026-09-17"
      }
    },
    {
      "id": "man-ethonline-2026",
      "slug": "ethonline-2026",
      "title": "ETHOnline 2026",
      "organizer": "ETHGlobal",
      "prize_usd": null,
      "prize_raw": "TBA; ETHGlobal Lisbon 2026 had $100K sponsor pool - depth expected",
      "registrants": null,
      "starts_at": "2026-09-04",
      "ends_at": "2026-09-16",
      "first_deadline": null,
      "deadline_note": null,
      "time_left": null,
      "location_type": "online",
      "location": "Online",
      "themes": [
        "ethereum",
        "agents",
        "verification",
        "payments"
      ],
      "open_to_all": true,
      "source_url": "https://ethglobal.com/events/online2026",
      "source": "manual",
      "source_authority": "official_rules",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
        "prize_breakdown": {
          "advertised": null,
          "cash": null,
          "credits": null,
          "_note": "TBA; ETHGlobal Lisbon 2026 had $100K sponsor pool - depth expected"
        },
        "eligibility_note": "Under-18 route exists w/ guardian consent (official rules)",
        "field_note": "curated admission, count not public",
        "judging": null,
        "organizer_quality": 0.95,
        "technical_depth_prior": "high",
        "family_prior_override": null
      },
      "days_left": 25,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": true,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": "Under-18 route exists w/ guardian consent (official rules)"
      },
      "prize": {
        "advertised_value": null,
        "cash_value": null,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": null,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
        "funnel": null
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      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
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      "fit": {
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        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
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          "historical_winner_quality": 85,
          "judging_tractability": null,
          "organizer_quality": 95
        },
        "known_components": 2,
        "opportunity_score": 85
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": 25
      },
      "cautions": [
        "prize pool not yet announced — rescore when tracks land"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
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        "paying_slots_source": "assumed",
        "baseline_any_payout": null,
        "p_paid": null,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "PREP",
        "reason": "commit by 2026-09-05",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-05",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": 30076.5,
      "attention": 30076.5,
      "attention_breakdown": {
        "action": "PREP",
        "score": 85,
        "formula": "PREP - commit by 2026-09-05"
      }
    },
    {
      "id": "dp-volthacks-volthacks",
      "slug": "volthacks-volthacks",
      "title": "VoltHacks",
      "organizer": "VoltHacks",
      "prize_usd": 35785,
      "prize_raw": "$35,785",
      "registrants": 1697,
      "starts_at": "2026-05-22T00:00:00.000Z",
      "ends_at": "2026-09-05T23:59:00.000Z",
      "time_left": "14 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "IoT",
        "Machine Learning/AI",
        "Beginner Friendly"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 5,
        "other": 4
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://volthacks.devpost.com/project-gallery",
      "source_url": "https://volthacks.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:50.629Z",
      "days_left": 15,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 35785,
        "cash_value": 35785,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 35785,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 1697,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 85,
        "field_p10": 55,
        "field_p50": 85,
        "field_p90": 132,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
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      "score_v01": {
        "components": {
          "expected_prize_value": 100,
          "winnability": 44,
          "historical_winner_quality": null,
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        "known_components": 2,
        "opportunity_score": 65
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      "metrics": {
        "equal_share_naive": 21.09,
        "fair_share_serious": 421,
        "days_left": 15
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 5,
          "p90": 10
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        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.059,
        "p_paid": 0.059,
        "ev_cash_heuristic": 2105,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "PREP",
        "reason": "commit by 2026-08-25",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-08-25",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$421 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 30073.5,
      "attention": 30073.5,
      "attention_breakdown": {
        "action": "PREP",
        "score": 65,
        "formula": "PREP - commit by 2026-08-25"
      }
    },
    {
      "id": "dp-ai-builders-hackathon-2026-ai-builders-hackathon-2026",
      "slug": "ai-builders-hackathon-2026-ai-builders-hackathon-2026",
      "title": "AI Builders Hackathon",
      "organizer": "AI",
      "prize_usd": 33900,
      "prize_raw": "$33,900",
      "registrants": 1996,
      "starts_at": "2026-08-21T00:00:00.000Z",
      "ends_at": "2026-09-15T23:59:00.000Z",
      "time_left": "24 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Machine Learning/AI",
        "Open Ended",
        "Beginner Friendly"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 2,
        "other": 3
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://ai-builders-hackathon-2026.devpost.com/project-gallery",
      "source_url": "https://ai-builders-hackathon-2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:50.629Z",
      "days_left": 25,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 33900,
        "cash_value": 33900,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 33900,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 1996,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 100,
        "field_p10": 65,
        "field_p50": 100,
        "field_p90": 155,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": 100,
          "winnability": 43,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 2,
        "opportunity_score": 65
      },
      "metrics": {
        "equal_share_naive": 16.98,
        "fair_share_serious": 339,
        "days_left": 25
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 1,
          "p50": 2,
          "p90": 4
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.02,
        "p_paid": 0.02,
        "ev_cash_heuristic": 678,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "PREP",
        "reason": "commit by 2026-09-04",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-04",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$339 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 30073.5,
      "attention": 30073.5,
      "attention_breakdown": {
        "action": "PREP",
        "score": 65,
        "formula": "PREP - commit by 2026-09-04"
      }
    },
    {
      "id": "man-boss-battle",
      "slug": "boss-battle-bitshala",
      "title": "BOSS Battle",
      "organizer": "Bitshala",
      "prize_usd": 3000,
      "prize_raw": null,
      "registrants": null,
      "starts_at": "2026-09-07",
      "ends_at": "2026-10-05",
      "first_deadline": null,
      "deadline_note": null,
      "time_left": null,
      "location_type": "online",
      "location": "Online",
      "themes": [
        "bitcoin",
        "nostr",
        "privacy",
        "ai"
      ],
      "open_to_all": true,
      "source_url": "https://boss-battle.devfolio.co/",
      "source": "manual",
      "source_authority": "platform_metadata_unverified",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
        "prize_breakdown": {
          "advertised": 3000,
          "cash": 3000,
          "credits": null
        },
        "eligibility_note": "Age/prize eligibility not explicit on public page - asterisk until verified",
        "field_note": "not published",
        "judging": "originality, technical depth, working demo, market insight",
        "organizer_quality": 0.75,
        "technical_depth_prior": null,
        "family_prior_override": null
      },
      "days_left": 44,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": "Age/prize eligibility not explicit on public page - asterisk until verified"
      },
      "prize": {
        "advertised_value": 3000,
        "cash_value": 3000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 3000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": null,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "contract": {
        "slug": "boss-battle-bitshala",
        "eligibility": {
          "open_to_all": "TRUE",
          "student_only": "UNKNOWN",
          "age_restricted": "UNKNOWN",
          "min_age": null,
          "countries_restricted": [],
          "online_participation": "TRUE",
          "team_required": "TRUE",
          "max_team_size": 3
        },
        "tracks": [
          {
            "name": "Machine Money",
            "prize_usd": 1000
          },
          {
            "name": "Freedom Stack",
            "prize_usd": 1000
          },
          {
            "name": "Cypherpunk",
            "prize_usd": 1000
          }
        ],
        "required_tech": [],
        "optional_sponsor_tech": [],
        "judging": {},
        "deliverables": [],
        "originality": {
          "new_project_required": "UNKNOWN",
          "preexisting_code_allowed": "UNKNOWN",
          "disclosure_required": "UNKNOWN"
        },
        "prizes": [
          {
            "rank_or_track": "Machine Money",
            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Freedom Stack",
            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Cypherpunk",
            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          }
        ],
        "build_window": {
          "start": "2026-09-07",
          "end": "2026-10-05"
        },
        "sources": [
          {
            "url": "https://boss-battle.devfolio.co/overview",
            "quote": "BOSS Battle flips that: it's virtual, it's open, and it's a hackathon instead of a summit."
          },
          {
            "url": "https://boss-battle.devfolio.co/prizes",
            "quote": "PRIZE POOL $3,000 — Bitshala Upto $3,000 — TRACKS: $1,000: Machine Money, $1,000: Freedom Stack, $1,000: Cypherpunk"
          },
          {
            "url": "https://boss-battle.devfolio.co/schedule",
            "quote": "07 SEP 2026 (MON) 12:00 AM Hackathon starts — 05 OCT 2026 (MON) 11:59 PM Hackathon ends"
          },
          {
            "url": "https://boss-battle.devfolio.co/overview",
            "quote": "Team size: 1 - 3"
          }
        ],
        "validated": true,
        "validator": "deterministic-v1",
        "fit_boost": 0
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.4,
        "effective_p80_hours": 24
      },
      "score_v01": {
        "components": {
          "expected_prize_value": null,
          "winnability": null,
          "historical_winner_quality": null,
          "judging_tractability": 82,
          "organizer_quality": 75
        },
        "known_components": 2,
        "opportunity_score": 71
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": 44
      },
      "cautions": [
        "prize not published on platform card — see official page"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": null,
        "p_paid": null,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "PREP",
        "reason": "far out; latest safe start 2026-09-27",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-27",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 600
      },
      "mega": null,
      "order_key": 30063.9,
      "attention": 30063.9,
      "attention_breakdown": {
        "action": "PREP",
        "score": 71,
        "formula": "PREP - far out; latest safe start 2026-09-27"
      }
    },
    {
      "id": "man-rise-of-ai-agents",
      "slug": "rise-of-ai-agents",
      "title": "The Rise of AI Agents Hackathon",
      "organizer": "lablab.ai x Dubai AI Week",
      "prize_usd": 9000,
      "prize_raw": "Vultr $5k+$3k+$1k CASH + Gemini GCP credits $25k/$15k/$10k",
      "registrants": 629,
      "starts_at": null,
      "ends_at": null,
      "first_deadline": null,
      "deadline_note": null,
      "time_left": null,
      "location_type": "online",
      "location": "Hybrid - Dubai onsite by invitation",
      "themes": [
        "ai-agents",
        "autonomous-agents",
        "multi-step-workflows"
      ],
      "open_to_all": true,
      "source_url": "https://lablab.ai/ai-hackathons/the-rise-of-ai-agents-hackathon",
      "source": "manual",
      "source_authority": "official_rules",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
        "prize_breakdown": {
          "advertised": 62000,
          "cash": 9000,
          "credits": 53000,
          "_note": "Vultr $5k+$3k+$1k CASH + Gemini GCP credits $25k/$15k/$10k"
        },
        "eligibility_note": null,
        "field_note": null,
        "judging": null,
        "organizer_quality": 0.8,
        "technical_depth_prior": null,
        "family_prior_override": null
      },
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": null
      },
      "prize": {
        "advertised_value": 62000,
        "cash_value": 9000,
        "credits_value": 53000,
        "hardware_value": null,
        "normalized_value": 22250,
        "headline_inflation": 64
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      "field": {
        "registrations": 629,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 50,
        "field_p10": 33,
        "field_p50": 50,
        "field_p90": 78,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0.22,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
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      "score_v01": {
        "components": {
          "expected_prize_value": 100,
          "winnability": 50,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": 80
        },
        "known_components": 3,
        "opportunity_score": 74
      },
      "metrics": {
        "equal_share_naive": 98.57,
        "fair_share_serious": 445,
        "days_left": null
      },
      "cautions": [
        "64% of headline is non-cash"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
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        "paying_slots_source": "assumed",
        "baseline_any_payout": 0.12,
        "p_paid": 0.12,
        "ev_cash_heuristic": 2670,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "WATCH",
        "reason": "deadline not published",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
        "latest_safe_start": null,
        "p_finish_proxy": 0.35,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$445 normalized prize per estimated submission",
          "⚠ 64% of headline is non-cash"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 20081.6,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 74,
        "formula": "WATCH - deadline not published"
      }
    },
    {
      "id": "dp-opencv26-opencv26",
      "slug": "opencv26-opencv26",
      "title": "OpenCV AI Competition 2026, powered by AWS",
      "organizer": "OpenCV",
      "prize_usd": 12000,
      "prize_raw": "$12,000",
      "registrants": 544,
      "starts_at": "2026-08-26T00:00:00.000Z",
      "ends_at": "2026-10-27T23:59:00.000Z",
      "time_left": "Upcoming",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "IoT",
        "Machine Learning/AI",
        "Serverless"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 5,
        "other": 0
      },
      "open_state": "upcoming",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://opencv26.devpost.com/project-gallery",
      "source_url": "https://opencv26.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.029Z",
      "days_left": 67,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 12000,
        "cash_value": 12000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 12000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 544,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 44,
        "field_p10": 29,
        "field_p50": 44,
        "field_p90": 68,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "contract": {
        "slug": "opencv26-opencv26",
        "eligibility": {
          "open_to_all": "FALSE",
          "student_only": "UNKNOWN",
          "age_restricted": "TRUE",
          "min_age": null,
          "countries_restricted": [
            "Brazil",
            "Crimea",
            "Cuba",
            "Iran",
            "North Korea",
            "Quebec",
            "Russia"
          ],
          "online_participation": "TRUE",
          "team_required": "TRUE",
          "max_team_size": null
        },
        "tracks": [
          {
            "name": "Cloud-Optimized Vision with COOL",
            "prize_usd": 1000
          },
          {
            "name": "Agentic Vision with OpenCV 5",
            "prize_usd": 1000
          }
        ],
        "required_tech": [
          "OpenCV 5",
          "AWS"
        ],
        "optional_sponsor_tech": [
          "COOL (Cloud-Optimized OpenCV Library)"
        ],
        "judging": {
          "Technical execution": "30%",
          "Innovation": "20%",
          "Real-world impact": "20%",
          "User experience": "10%",
          "Documentation and presentation": "10%",
          "Cloud delivery, reproducibility, and responsible operation": "10%"
        },
        "deliverables": [
          "technical report",
          "code repository or archive",
          "build, deployment, and test instructions",
          "architecture diagram",
          "working web endpoint or live demonstration",
          "video (no more than 5 minutes)",
          "evaluation evidence"
        ],
        "originality": {
          "new_project_required": "UNKNOWN",
          "preexisting_code_allowed": "UNKNOWN",
          "disclosure_required": "UNKNOWN"
        },
        "prizes": [
          {
            "rank_or_track": "First Place Grand Prize",
            "cash_usd": 5000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Second Place",
            "cash_usd": 3000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Third Place",
            "cash_usd": 2000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Best Use of COOL Award",
            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          },
          {
            "rank_or_track": "Agentic Vision Award",
            "cash_usd": 1000,
            "credits_usd": null,
            "other": null
          }
        ],
        "build_window": {
          "start": "2026-08-26",
          "end": "2026-10-26"
        },
        "sources": [
          {
            "url": "https://opencv26.devpost.com/",
            "quote": "All countries/territories, excluding standard exceptions (Brazil, Crimea, Cuba, Iran, North Korea, Quebec, Russia)"
          },
          {
            "url": "https://opencv26.devpost.com/",
            "quote": "From August 26 through October 26, all teams that submitted the required proposal will build, evaluate, document, and submit their final projects."
          },
          {
            "url": "https://opencv26.devpost.com/",
            "quote": "Every entry must use OpenCV 5 for substantive image or video analysis and run a meaningful component on AWS."
          }
        ],
        "validated": true,
        "validator": "deterministic-v1",
        "fit_boost": 0
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.45,
        "effective_p80_hours": 22
      },
      "score_v01": {
        "components": {
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          "winnability": 50,
          "historical_winner_quality": null,
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        "known_components": 2,
        "opportunity_score": 67
      },
      "metrics": {
        "equal_share_naive": 22.06,
        "fair_share_serious": 272.73,
        "days_left": 67
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 5,
          "p90": 10
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        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.114,
        "p_paid": 0.114,
        "ev_cash_heuristic": 1364,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "WATCH",
        "reason": "far out; latest safe start 2026-10-19",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-10-19",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 550
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$272.73 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 20075.3,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 67,
        "formula": "WATCH - far out; latest safe start 2026-10-19"
      }
    },
    {
      "id": "dp-hacktitan-hacktitan",
      "slug": "hacktitan-hacktitan",
      "title": "HackTitan",
      "organizer": "HackTitan",
      "prize_usd": 10000,
      "prize_raw": "$10,000",
      "registrants": 80,
      "starts_at": null,
      "ends_at": null,
      "time_left": "Upcoming",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Databases",
        "DevOps"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 1,
        "other": 0
      },
      "open_state": "upcoming",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://hacktitan.devpost.com/project-gallery",
      "source_url": "https://hacktitan.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.192Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 10000,
        "cash_value": 10000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 10000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 80,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 16,
        "field_p10": 10,
        "field_p50": 16,
        "field_p90": 25,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": 100,
          "winnability": 49,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 2,
        "opportunity_score": 67
      },
      "metrics": {
        "equal_share_naive": 125,
        "fair_share_serious": 625,
        "days_left": null
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 1,
          "p50": 1,
          "p90": 2
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.063,
        "p_paid": 0.063,
        "ev_cash_heuristic": 625,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "WATCH",
        "reason": "deadline not published",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
        "latest_safe_start": null,
        "p_finish_proxy": 0.35,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$625 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 20075.3,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 67,
        "formula": "WATCH - deadline not published"
      }
    },
    {
      "id": "dp-launchhacks-v-launchhacks-v",
      "slug": "launchhacks-v-launchhacks-v",
      "title": "LaunchHacks V",
      "organizer": "LaunchHacks",
      "prize_usd": 17575,
      "prize_raw": "$17,575",
      "registrants": 1229,
      "starts_at": null,
      "ends_at": null,
      "time_left": "Upcoming",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Education",
        "Machine Learning/AI"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 6,
        "other": 0
      },
      "open_state": "upcoming",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://launchhacks-v.devpost.com/project-gallery",
      "source_url": "https://launchhacks-v.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.029Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 17575,
        "cash_value": 17575,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 17575,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 1229,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 61,
        "field_p10": 40,
        "field_p50": 61,
        "field_p90": 95,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": 100,
          "winnability": 44,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 2,
        "opportunity_score": 65
      },
      "metrics": {
        "equal_share_naive": 14.3,
        "fair_share_serious": 288.11,
        "days_left": null
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.098,
        "p_paid": 0.098,
        "ev_cash_heuristic": 1729,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "WATCH",
        "reason": "deadline not published",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
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        "build_model": {
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          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$288.11 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 20073.5,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 65,
        "formula": "WATCH - deadline not published"
      }
    },
    {
      "id": "dp-ieee-climatechain-hack-ieee-climatechain-hack",
      "slug": "ieee-climatechain-hack-ieee-climatechain-hack",
      "title": "IEEE ClimateChain Global Hackathon",
      "organizer": "IEEE",
      "prize_usd": 3000,
      "prize_raw": "$3,000",
      "registrants": 149,
      "starts_at": null,
      "ends_at": null,
      "time_left": "Upcoming",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Blockchain",
        "Machine Learning/AI",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 3,
        "other": 3
      },
      "open_state": "upcoming",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://ieee-climatechain-hack.devpost.com/project-gallery",
      "source_url": "https://ieee-climatechain-hack.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.192Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
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        "cash_value": 3000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 3000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 149,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 30,
        "field_p10": 20,
        "field_p50": 30,
        "field_p90": 47,
        "funnel": null
      },
      "slots": {
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        "p50": 6,
        "p90": 12
      },
      "fit": {
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        "effective_p80_hours": 36
      },
      "score_v01": {
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          "winnability": 49,
          "historical_winner_quality": null,
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          "organizer_quality": null
        },
        "known_components": 2,
        "opportunity_score": 63
      },
      "metrics": {
        "equal_share_naive": 20.13,
        "fair_share_serious": 100,
        "days_left": null
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
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          "p90": 6
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        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.1,
        "p_paid": 0.1,
        "ev_cash_heuristic": 300,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "WATCH",
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        "feasibility_label": "0.35",
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        "build_model": {
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          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$100 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 20071.7,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 63,
        "formula": "WATCH - deadline not published"
      }
    },
    {
      "id": "man-amd-developer-hackathon-act-iii",
      "slug": "amd-developer-hackathon-act-iii",
      "title": "AMD Developer Hackathon: ACT III",
      "organizer": "AMD x lablab.ai",
      "prize_usd": null,
      "prize_raw": "TBA",
      "registrants": 236,
      "starts_at": "2026-10-12",
      "ends_at": "2026-10-17",
      "first_deadline": null,
      "deadline_note": null,
      "time_left": null,
      "location_type": "online",
      "location": "Hybrid - online build Oct 12-17",
      "themes": [
        "amd",
        "gpu-kernels",
        "agents",
        "benchmarks"
      ],
      "open_to_all": true,
      "source_url": "https://lablab.ai/ai-hackathons/amd-developer-hackathon-act-iii",
      "source": "manual",
      "source_authority": "official_rules",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
        "prize_breakdown": {
          "advertised": null,
          "cash": null,
          "credits": null,
          "_note": "TBA"
        },
        "eligibility_note": null,
        "field_note": null,
        "judging": null,
        "organizer_quality": 0.88,
        "technical_depth_prior": "high",
        "family_prior_override": {
          "submissions_per_registration": 0.056,
          "source": "ACT II: 20,728 reg -> 1,151 submissions (5.6%)"
        }
      },
      "days_left": 56,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": null
      },
      "prize": {
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        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 236,
        "family_prior": {
          "submissions_per_registration": 0.056,
          "source": "AMD ACT II: 20728 reg -> 1151 submissions"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
        "funnel": null
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      "fit": {
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      "score_v01": {
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          "organizer_quality": 88
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      },
      "metrics": {
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        "fair_share_serious": null,
        "days_left": 56
      },
      "cautions": [
        "prize not published on platform card — see official page",
        "prize pool not yet announced — rescore when tracks land"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "assumed",
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      },
      "decision": {
        "action": "WATCH",
        "reason": "prize unconfirmed — waiting reveals tracks/prizes · capped: prize unconfirmed",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-10-06",
        "p_finish_proxy": 1,
        "build_model": {
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          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
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        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": 20070.2,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 78,
        "formula": "WATCH - prize unconfirmed — waiting reveals tracks/prizes · capped: prize unconfirmed"
      }
    },
    {
      "id": "dp-agentsforhumans-agentsforhumans",
      "slug": "agentsforhumans-agentsforhumans",
      "title": "Agents for Humans Hackathon",
      "organizer": "Agents",
      "prize_usd": 40000,
      "prize_raw": "$40,000",
      "registrants": 4587,
      "starts_at": "2026-08-10T00:00:00.000Z",
      "ends_at": "2026-09-14T23:59:00.000Z",
      "time_left": "23 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Machine Learning/AI",
        "Open Ended"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 10,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://agentsforhumans.devpost.com/project-gallery",
      "source_url": "https://agentsforhumans.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:50.628Z",
      "days_left": 24,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
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        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 40000,
        "cash_value": 40000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 40000,
        "headline_inflation": 0
      },
      "field": {
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        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 229,
        "field_p10": 149,
        "field_p50": 229,
        "field_p90": 355,
        "funnel": null
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      "slots": {
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      "fit": {
        "strategic_fit": 0.22,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
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      "score_v01": {
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        },
        "known_components": 2,
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      },
      "metrics": {
        "equal_share_naive": 8.72,
        "fair_share_serious": 174.67,
        "days_left": 24
      },
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      "payout": {
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          "p50": 10,
          "p90": 20
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.044,
        "p_paid": 0.044,
        "ev_cash_heuristic": 1747,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "WATCH",
        "reason": "marginal — recheck as field matures",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-03",
        "p_finish_proxy": 1,
        "build_model": {
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          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 35,
        "reasons": [
          "$174.67 normalized prize per estimated submission"
        ],
        "category": "value_competition_gap"
      },
      "order_key": 20068.1,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 59,
        "formula": "WATCH - marginal — recheck as field matures"
      }
    },
    {
      "id": "dp-reverie-hacks-2026-reverie-hacks-2026",
      "slug": "reverie-hacks-2026-reverie-hacks-2026",
      "title": "Reverie Hacks 2026",
      "organizer": "Reverie",
      "prize_usd": 3047814,
      "prize_raw": "$3,047,814",
      "registrants": 2012,
      "starts_at": null,
      "ends_at": null,
      "time_left": "1 day left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Machine Learning/AI",
        "Open Ended"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 41,
        "other": 3
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://reverie-hacks-2026.devpost.com/project-gallery",
      "source_url": "https://reverie-hacks-2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:50.628Z",
      "days_left": null,
      "gates": {
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        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
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        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
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        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 3047814,
        "headline_inflation": 0
      },
      "field": {
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        "family_prior": {
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          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 101,
        "field_p10": 66,
        "field_p50": 101,
        "field_p90": 157,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
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        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
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          "winnability": 52,
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        },
        "known_components": 2,
        "opportunity_score": 58
      },
      "metrics": {
        "equal_share_naive": 1514.82,
        "fair_share_serious": 30176.38,
        "days_left": null
      },
      "cautions": [
        "extraordinary per-submission value — verify payout history"
      ],
      "payout": {
        "paying_slots": {
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          "shadow_hour_value_usd": 25
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        "opportunity_cost_usd": 900
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      "mega": {
        "score": 35,
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          "$30176.38 normalized prize per estimated submission"
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        "category": "value_competition_gap"
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    },
    {
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      "slug": "ai-genesis-2026",
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      "starts_at": "2026-10-26",
      "ends_at": "2026-11-03",
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      "deadline_note": null,
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      "location": "Hybrid - Dubai onsite selected",
      "themes": [
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        "agentic-workflows"
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      "open_to_all": true,
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      "source_authority": "official_rules",
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        }
      },
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      "cautions": [
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      ],
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      },
      "decision": {
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        "formula": "WATCH - prize unconfirmed — waiting reveals tracks/prizes · capped: prize unconfirmed"
      }
    },
    {
      "id": "man-wearedevelopers-hackathon",
      "slug": "wearedevelopers-hackathon",
      "title": "WeAreDevelopers Hackathon",
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      "starts_at": "2026-09-18",
      "ends_at": "2026-09-24",
      "first_deadline": null,
      "deadline_note": null,
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      "location": "Hybrid - online build Sep 18-24",
      "themes": [
        "ai",
        "agents",
        "industry"
      ],
      "open_to_all": true,
      "source_url": "https://lablab.ai/ai-hackathons/wearedevelopers-hackathon",
      "source": "manual",
      "source_authority": "official_rules",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
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          "_note": "sponsor tracks still coming"
        },
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      },
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      },
      "eligibility": {
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      },
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      },
      "field": {
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      "decision": {
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        "feasibility_label": "14d+",
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    },
    {
      "id": "man-ibm-bob-2-hackathon",
      "slug": "ibm-bob-2-hackathon",
      "title": "IBM Bob 2.0 Hackathon",
      "organizer": "IBM x lablab.ai",
      "prize_usd": 10000,
      "prize_raw": null,
      "registrants": 5489,
      "starts_at": "2026-09-25",
      "ends_at": "2026-09-27",
      "first_deadline": null,
      "deadline_note": null,
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      "location_type": "online",
      "location": "Online - 48h build",
      "themes": [
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        "ai-assisted-development"
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      "open_to_all": true,
      "source_url": "https://lablab.ai/ai-hackathons/ibm-bob-2-hackathon",
      "source": "manual",
      "source_authority": "official_rules",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "manual": {
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          "cash": 10000,
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        },
        "eligibility_note": null,
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      },
      "prize": {
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        "normalized_value": 10000,
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      },
      "field": {
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        },
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      "cautions": [
        "prize not published on platform card — see official page"
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        "paying_slots_source": "assumed",
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      },
      "decision": {
        "action": "WATCH",
        "reason": "far out; latest safe start 2026-09-18",
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        "feasibility_label": "14d+",
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        "opportunity_cost_usd": 700
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      "mega": null,
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    },
    {
      "id": "dp-nextstep2026-nextstep2026",
      "slug": "nextstep2026-nextstep2026",
      "title": "NextStep Hacks 2026",
      "organizer": "NextStep",
      "prize_usd": 1750,
      "prize_raw": "$1,750",
      "registrants": 256,
      "starts_at": "2026-08-21T00:00:00.000Z",
      "ends_at": "2026-09-13T23:59:00.000Z",
      "time_left": "22 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Machine Learning/AI",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 3,
        "other": 1
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://nextstep2026.devpost.com/project-gallery",
      "source_url": "https://nextstep2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.327Z",
      "days_left": 23,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
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      },
      "eligibility": {
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      },
      "prize": {
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        "normalized_value": 1750,
        "headline_inflation": 0
      },
      "field": {
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        "family_prior": {
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          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
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      "fit": {
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      "score_v01": {
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        },
        "known_components": 2,
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      "metrics": {
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        "fair_share_serious": 56.45,
        "days_left": 23
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      "cautions": [],
      "payout": {
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      },
      "decision": {
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        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-02",
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      "mega": null,
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        "formula": "WATCH - marginal — recheck as field matures"
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    },
    {
      "id": "dp-prometheus-sept-ai-classic-prometheus-sept-ai-classic",
      "slug": "prometheus-sept-ai-classic-prometheus-sept-ai-classic",
      "title": "Prometheus September AI Challenge",
      "organizer": "Prometheus",
      "prize_usd": 1500,
      "prize_raw": "$1,500",
      "registrants": 87,
      "starts_at": "2026-08-19T00:00:00.000Z",
      "ends_at": "2026-09-05T23:59:00.000Z",
      "time_left": "14 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Design",
        "Machine Learning/AI"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 3,
        "other": 2
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://prometheus-sept-ai-classic.devpost.com/project-gallery",
      "source_url": "https://prometheus-sept-ai-classic.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.684Z",
      "days_left": 15,
      "gates": {
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      "eligibility": {
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      "prize": {
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        "normalized_value": 1500,
        "headline_inflation": 0
      },
      "field": {
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          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
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    },
    {
      "id": "dp-prometheus-september-ai-2-prometheus-september-ai-2",
      "slug": "prometheus-september-ai-2-prometheus-september-ai-2",
      "title": "Prometheus September AI Challenge 2",
      "organizer": "Prometheus",
      "prize_usd": 1500,
      "prize_raw": "$1,500",
      "registrants": 54,
      "starts_at": "2026-08-19T00:00:00.000Z",
      "ends_at": "2026-09-12T23:59:00.000Z",
      "time_left": "21 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Machine Learning/AI",
        "Beginner Friendly",
        "Design"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 3,
        "other": 2
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://prometheus-september-ai-2.devpost.com/project-gallery",
      "source_url": "https://prometheus-september-ai-2.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.851Z",
      "days_left": 22,
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        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 1500,
        "cash_value": 1500,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 1500,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 54,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 19,
        "field_p10": 12,
        "field_p50": 19,
        "field_p90": 29,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": 84,
          "winnability": 50,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 2,
        "opportunity_score": 59
      },
      "metrics": {
        "equal_share_naive": 27.78,
        "fair_share_serious": 78.95,
        "days_left": 22
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 2,
          "p50": 3,
          "p90": 6
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.158,
        "p_paid": 0.158,
        "ev_cash_heuristic": 237,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "WATCH",
        "reason": "marginal — recheck as field matures",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-01",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": 20053.1,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 59,
        "formula": "WATCH - marginal — recheck as field matures"
      }
    },
    {
      "id": "dp-oneaquahealth-ieee-hackathon-oneaquahealth-ieee-hackathon",
      "slug": "oneaquahealth-ieee-hackathon-oneaquahealth-ieee-hackathon",
      "title": "OneAquaHealth IEEE Global Hackathon",
      "organizer": "OneAquaHealth",
      "prize_usd": 3000,
      "prize_raw": "$3,000",
      "registrants": 555,
      "starts_at": "2026-09-14T00:00:00.000Z",
      "ends_at": "2026-10-01T23:59:00.000Z",
      "time_left": "Upcoming",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Health",
        "Machine Learning/AI",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 1,
        "other": 3
      },
      "open_state": "upcoming",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://oneaquahealth-ieee-hackathon.devpost.com/project-gallery",
      "source_url": "https://oneaquahealth-ieee-hackathon.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.029Z",
      "days_left": 41,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 3000,
        "cash_value": 3000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 3000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 555,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 44,
        "field_p10": 29,
        "field_p50": 44,
        "field_p90": 68,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
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          "winnability": 48,
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          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 2,
        "opportunity_score": 58
      },
      "metrics": {
        "equal_share_naive": 5.41,
        "fair_share_serious": 68.18,
        "days_left": 41
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 1,
          "p50": 1,
          "p90": 2
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.023,
        "p_paid": 0.023,
        "ev_cash_heuristic": 68,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "WATCH",
        "reason": "far out; latest safe start 2026-09-20",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-20",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": 20052.2,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 58,
        "formula": "WATCH - far out; latest safe start 2026-09-20"
      }
    },
    {
      "id": "dp-hacksocial2026-hacksocial2026",
      "slug": "hacksocial2026-hacksocial2026",
      "title": "Hacksocial 2026",
      "organizer": "Hacksocial",
      "prize_usd": 3979,
      "prize_raw": "$3,979",
      "registrants": 427,
      "starts_at": null,
      "ends_at": null,
      "time_left": "9 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Machine Learning/AI",
        "Open Ended",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 3,
        "other": 2
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://hacksocial2026.devpost.com/project-gallery",
      "source_url": "https://hacksocial2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.143Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 3979,
        "cash_value": 3979,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 3979,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 427,
        "family_prior": {
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          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
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        "field_p10": 33,
        "field_p50": 51,
        "field_p90": 79,
        "funnel": null
      },
      "slots": {
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      },
      "fit": {
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        "effective_p80_hours": 36
      },
      "score_v01": {
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          "organizer_quality": null
        },
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      },
      "metrics": {
        "equal_share_naive": 9.32,
        "fair_share_serious": 78.02,
        "days_left": null
      },
      "cautions": [],
      "payout": {
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          "p10": 2,
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        },
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        "p_paid": 0.059,
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      },
      "decision": {
        "action": "WATCH",
        "reason": "deadline not published",
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          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": 20051.3,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 57,
        "formula": "WATCH - deadline not published"
      }
    },
    {
      "id": "dp-unitedhacksv8-unitedhacksv8",
      "slug": "unitedhacksv8-unitedhacksv8",
      "title": "United Hacks V8",
      "organizer": "United",
      "prize_usd": 700,
      "prize_raw": "$700",
      "registrants": 85,
      "starts_at": null,
      "ends_at": null,
      "time_left": "Upcoming",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Design",
        "Education"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 4,
        "other": 3
      },
      "open_state": "upcoming",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://unitedhacksv8.devpost.com/project-gallery",
      "source_url": "https://unitedhacksv8.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.192Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 700,
        "cash_value": 700,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 700,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 85,
        "family_prior": {
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          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 17,
        "field_p10": 11,
        "field_p50": 17,
        "field_p90": 26,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
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          "winnability": 52,
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          "organizer_quality": null
        },
        "known_components": 2,
        "opportunity_score": 55
      },
      "metrics": {
        "equal_share_naive": 8.24,
        "fair_share_serious": 41.18,
        "days_left": null
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 2,
          "p50": 4,
          "p90": 8
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.235,
        "p_paid": 0.235,
        "ev_cash_heuristic": 165,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "WATCH",
        "reason": "deadline not published",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
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        "p_finish_proxy": 0.35,
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          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": 20049.5,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 55,
        "formula": "WATCH - deadline not published"
      }
    },
    {
      "id": "dp-gatewayhacks-2026-gatewayhacks-2026",
      "slug": "gatewayhacks-2026-gatewayhacks-2026",
      "title": "GatewayHacks 2026 | Software & AI ",
      "organizer": "GatewayHacks",
      "prize_usd": 53585,
      "prize_raw": "$53,585",
      "registrants": 248,
      "starts_at": "2026-09-01T00:00:00.000Z",
      "ends_at": "2026-10-02T23:59:00.000Z",
      "time_left": "Upcoming",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Machine Learning/AI",
        "Open Ended"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 8,
        "other": 0
      },
      "open_state": "upcoming",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://gatewayhacks-2026.devpost.com/project-gallery",
      "source_url": "https://gatewayhacks-2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.192Z",
      "days_left": 42,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": true,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "official_rules",
        "notes": "Headline includes non-cash items; cash portion unconfirmed"
      },
      "prize": {
        "advertised_value": 53585,
        "cash_value": null,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 248,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 30,
        "field_p10": 20,
        "field_p50": 30,
        "field_p90": 47,
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      },
      "slots": {
        "p10": 3,
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        "p90": 12
      },
      "fit": {
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        "effective_p80_hours": 36
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      },
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        "equal_share_naive": 216.07,
        "fair_share_serious": null,
        "days_left": 42
      },
      "cautions": [
        "prize pool not yet announced — rescore when tracks land"
      ],
      "payout": {
        "paying_slots": {
          "p10": 4,
          "p50": 8,
          "p90": 16
        },
        "paying_slots_source": "platform_reported",
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        "p_paid": 0.267,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "WATCH",
        "reason": "prize unconfirmed — waiting reveals tracks/prizes",
        "feasibility": 1,
        "feasibility_label": "14d+",
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        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": 20048.6,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 54,
        "formula": "WATCH - prize unconfirmed — waiting reveals tracks/prizes"
      }
    },
    {
      "id": "dp-august-ai-challenge-31059-august-ai-challenge-31059",
      "slug": "august-ai-challenge-31059-august-ai-challenge-31059",
      "title": "Prometheus August AI Challenge",
      "organizer": "Prometheus",
      "prize_usd": 1500,
      "prize_raw": "$1,500",
      "registrants": 165,
      "starts_at": null,
      "ends_at": null,
      "time_left": "7 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Design",
        "Machine Learning/AI"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 3,
        "other": 2
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://august-ai-challenge-31059.devpost.com/project-gallery",
      "source_url": "https://august-ai-challenge-31059.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.492Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
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        "cash_value": 1500,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 1500,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 165,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 33,
        "field_p10": 21,
        "field_p50": 33,
        "field_p90": 51,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
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        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": 74,
          "winnability": 49,
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        },
        "known_components": 2,
        "opportunity_score": 54
      },
      "metrics": {
        "equal_share_naive": 9.09,
        "fair_share_serious": 45.45,
        "days_left": null
      },
      "cautions": [],
      "payout": {
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          "p10": 2,
          "p50": 3,
          "p90": 6
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        "baseline_any_payout": 0.091,
        "p_paid": 0.091,
        "ev_cash_heuristic": 136,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "WATCH",
        "reason": "deadline not published",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
        "latest_safe_start": null,
        "p_finish_proxy": 0.35,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": 20048.6,
      "attention": -1,
      "attention_breakdown": {
        "action": "WATCH",
        "score": 54,
        "formula": "WATCH - deadline not published"
      }
    },
    {
      "id": "dp-compsphere12-compsphere12",
      "slug": "compsphere12-compsphere12",
      "title": "COMPSPHERE 12",
      "organizer": "COMPSPHERE",
      "prize_usd": 1247,
      "prize_raw": "$1,247",
      "registrants": 147,
      "starts_at": "2026-08-03T00:00:00.000Z",
      "ends_at": "2026-09-17T23:59:00.000Z",
      "time_left": "26 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Blockchain",
        "Machine Learning/AI",
        "Cybersecurity"
      ],
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    },
    {
      "id": "dp-hack-the-habitat-2026-hack-the-habitat-2026",
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    },
    {
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      "location_type": "online",
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        "Fintech"
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      "time_left": "38 days left",
      "location_type": "online",
      "location": "Online",
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      "source_url": "https://unstop.com/hackathons/code-x-novas-innovathon-2026-national-software-ai-hackathon-code-x-novas-1737822",
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      "eligibility_flags": [
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    {
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      "starts_at": null,
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      "time_left": "18 days left",
      "location_type": "online",
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      "source_url": "https://unstop.com/hackathons/the-frontend-odyssey-2026-frontend-arena-1740316",
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      "eligibility_flags": [
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    },
    {
      "id": "br-unstop-idea-competition-2026-fr-conceicao-rodrigues-college-",
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      "time_left": "21 days left",
      "location_type": "online",
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      }
    },
    {
      "id": "dp-buuniex-hackathon-buuniex-hackathon",
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      "title": "BunnieX Hackathon",
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      "prize_raw": "",
      "registrants": 176,
      "starts_at": "2026-06-22T00:00:00.000Z",
      "ends_at": "2026-09-22T23:59:00.000Z",
      "time_left": "about 1 month left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Machine Learning/AI",
        "Open Ended",
        "Productivity"
      ],
      "open_to_all": true,
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        "other": 2
      },
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      "featured": false,
      "submission_gallery_url": "https://buuniex-hackathon.devpost.com/project-gallery",
      "source_url": "https://buuniex-hackathon.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.492Z",
      "days_left": 32,
      "gates": {
        "registration_open": true,
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      },
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      },
      "field": {
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        "family_prior": {
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          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
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      },
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      },
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        "prize pool not yet announced — rescore when tracks land"
      ],
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      }
    },
    {
      "id": "dp-evorozen-apex-evorozen-apex",
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      "title": "Evorozen Apex: NextGen AI Buildathon",
      "organizer": "Evorozen",
      "prize_usd": null,
      "prize_raw": "",
      "registrants": 155,
      "starts_at": "2026-07-17T00:00:00.000Z",
      "ends_at": "2026-09-20T23:59:00.000Z",
      "time_left": "29 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Databases",
        "Machine Learning/AI",
        "Web"
      ],
      "open_to_all": true,
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        "other": 2
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://evorozen-apex.devpost.com/project-gallery",
      "source_url": "https://evorozen-apex.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.492Z",
      "days_left": 30,
      "gates": {
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      "eligibility": {
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        "notes": null
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      },
      "field": {
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          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
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        "prize pool not yet announced — rescore when tracks land"
      ],
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      }
    },
    {
      "id": "dp-syntax-summit-syntax-summit",
      "slug": "syntax-summit-syntax-summit",
      "title": "Syntax Summit",
      "organizer": "Syntax",
      "prize_usd": null,
      "prize_raw": "",
      "registrants": 121,
      "starts_at": "2026-07-18T00:00:00.000Z",
      "ends_at": "2026-09-05T23:59:00.000Z",
      "time_left": "14 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "DevOps",
        "Machine Learning/AI",
        "Robotic Process Automation"
      ],
      "open_to_all": true,
      "prizes_counts": {
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        "other": 6
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://syntax-summit.devpost.com/project-gallery",
      "source_url": "https://syntax-summit.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.684Z",
      "days_left": 15,
      "gates": {
        "registration_open": true,
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        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
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      "eligibility": {
        "eligible": true,
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        "confidence": "platform_metadata_unverified",
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      },
      "field": {
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        },
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        "days_left": 15
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      "cautions": [
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        "prize pool not yet announced — rescore when tracks land"
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        "formula": "WATCH - marginal — recheck as field matures · capped: prize unconfirmed"
      }
    },
    {
      "id": "dp-luma-hackathon-fall-luma-hackathon-fall",
      "slug": "luma-hackathon-fall-luma-hackathon-fall",
      "title": "LUMA Hackathon (September 20th - 28th)",
      "organizer": "LUMA",
      "prize_usd": null,
      "prize_raw": "",
      "registrants": 75,
      "starts_at": "2026-06-26T00:00:00.000Z",
      "ends_at": "2026-09-28T23:59:00.000Z",
      "time_left": "about 1 month left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Machine Learning/AI",
        "Open Ended"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 0,
        "other": 1
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://luma-hackathon-fall.devpost.com/project-gallery",
      "source_url": "https://luma-hackathon-fall.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.684Z",
      "days_left": 38,
      "gates": {
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      "field": {
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        },
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        "days_left": 38
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        "prize pool not yet announced — rescore when tracks land"
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      }
    },
    {
      "id": "dp-firstcommit-firstcommit",
      "slug": "firstcommit-firstcommit",
      "title": "Beginner's Paradise - FirstCommit",
      "organizer": "Beginner's",
      "prize_usd": null,
      "prize_raw": "",
      "registrants": 75,
      "starts_at": "2026-08-21T00:00:00.000Z",
      "ends_at": "2026-09-30T23:59:00.000Z",
      "time_left": "about 1 month left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Mobile",
        "Web"
      ],
      "open_to_all": true,
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        "other": 10
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://firstcommit.devpost.com/project-gallery",
      "source_url": "https://firstcommit.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.684Z",
      "days_left": 40,
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      },
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      },
      "decision": {
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        "formula": "WATCH - prize unconfirmed — waiting reveals tracks/prizes · capped: prize unconfirmed"
      }
    },
    {
      "id": "dp-rescue-hacks-30680-rescue-hacks-30680",
      "slug": "rescue-hacks-30680-rescue-hacks-30680",
      "title": "RescueHacks",
      "organizer": "RescueHacks",
      "prize_usd": null,
      "prize_raw": "",
      "registrants": 68,
      "starts_at": null,
      "ends_at": null,
      "time_left": "7 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Low/No Code",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 0,
        "other": 2
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://rescue-hacks-30680.devpost.com/project-gallery",
      "source_url": "https://rescue-hacks-30680.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.684Z",
      "days_left": null,
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      },
      "eligibility": {
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        "confidence": "platform_metadata_unverified",
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      "field": {
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          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
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      "fit": {
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      "score_v01": {
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        "known_components": 1,
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    },
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      "id": "dp-adtc-2026-adtc-2026",
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    },
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        "alpaca-api"
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    },
    {
      "id": "br-suvidha-ai-virtual-hackathon-suvidha-ai-virtual-hackathon",
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      "prize_raw": "$800",
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      "source_url": "https://suvidha-ai-virtual-hackathon.devpost.com/",
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    },
    {
      "id": "dp-quantumhacks-quantumhacks",
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      "organizer": "QuantumHacks",
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      "time_left": "1 day left",
      "location_type": "online",
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      "prize_raw": "₹71K",
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      "ends_at": "2026-08-30T05:30:00.000Z",
      "time_left": "8 days left",
      "location_type": "online",
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      "source_url": "https://unstop.com/hackathons/ai-product-hackathon-product-space-1742507",
      "source": "brabble",
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      "eligibility_flags": [
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      "starts_at": "2026-08-07T00:00:00.000Z",
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      "time_left": "13 days left",
      "location_type": "online",
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        "Machine Learning/AI"
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      "ends_at": "2026-08-31T23:59:00.000Z",
      "time_left": "9 days left",
      "location_type": "online",
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    },
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      "slug": "br-unstop-hackblox-open-source-hackathon-hackers-cult-1731738",
      "title": "Hackblox AI & Open Source Hackathon",
      "organizer": "Hackers Cult",
      "prize_usd": null,
      "prize_raw": null,
      "registrants": 2256,
      "starts_at": null,
      "ends_at": "2026-08-30T18:30:00.000Z",
      "time_left": "8 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [],
      "open_to_all": true,
      "source_url": "https://unstop.com/hackathons/hackblox-open-source-hackathon-hackers-cult-1731738",
      "source": "brabble",
      "source_authority": "platform_metadata_unverified",
      "observed_at": "2026-08-22T23:51:58.167Z",
      "eligibility_flags": [
        "All"
      ],
      "days_left": 8,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": null,
        "cash_value": null,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 2256,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 113,
        "field_p10": 73,
        "field_p50": 113,
        "field_p90": 175,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": null,
          "winnability": 43,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 1,
        "opportunity_score": 25
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": 8
      },
      "cautions": [
        "prize not published on platform card — see official page",
        "prize pool not yet announced — rescore when tracks land"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": 0.053,
        "p_paid": 0.053,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "weak opportunity for remaining time · capped: prize unconfirmed",
        "feasibility": 0.9,
        "feasibility_label": "7-10d",
        "latest_safe_start": "2026-08-19",
        "p_finish_proxy": 0.9,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -77.5,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": 25,
        "formula": "SKIP - weak opportunity for remaining time · capped: prize unconfirmed"
      }
    },
    {
      "id": "br-unstop-cloud-innovation-challenge-jawaharlal-nehru-technolog",
      "slug": "br-unstop-cloud-innovation-challenge-jawaharlal-nehru-technolog",
      "title": "\"National Research & Innovation Challenge Season 3 by 3SVK – 3.8K+  Registrations\"",
      "organizer": "Jawaharlal Nehru Technological University (JNTUH), Hyderabad",
      "prize_usd": null,
      "prize_raw": null,
      "registrants": 3980,
      "starts_at": null,
      "ends_at": "2026-09-05T17:29:00.000Z",
      "time_left": "14 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [],
      "open_to_all": true,
      "source_url": "https://unstop.com/hackathons/cloud-innovation-challenge-jawaharlal-nehru-technological-university-jntuh-hyderabad-1652247",
      "source": "brabble",
      "source_authority": "unverified",
      "observed_at": "2026-08-22T23:51:59.374Z",
      "eligibility_flags": [],
      "days_left": 14,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": null,
        "cash_value": null,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 3980,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 199,
        "field_p10": 129,
        "field_p50": 199,
        "field_p90": 308,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": null,
          "winnability": 36,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 1,
        "opportunity_score": 20
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": 14
      },
      "cautions": [
        "prize not published on platform card — see official page",
        "prize pool not yet announced — rescore when tracks land"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": 0.03,
        "p_paid": 0.03,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "weak opportunity for remaining time · capped: prize unconfirmed",
        "feasibility": 0.97,
        "feasibility_label": "10-14d",
        "latest_safe_start": "2026-08-25",
        "p_finish_proxy": 0.97,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -82,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": 20,
        "formula": "SKIP - weak opportunity for remaining time · capped: prize unconfirmed"
      }
    },
    {
      "id": "dp-univabio-univabio",
      "slug": "univabio-univabio",
      "title": "UnivaBio",
      "organizer": "UnivaBio",
      "prize_usd": 35845,
      "prize_raw": "$35,845",
      "registrants": 199,
      "starts_at": "2026-08-07T00:00:00.000Z",
      "ends_at": "2026-10-06T23:59:00.000Z",
      "time_left": "about 2 months left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Health",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 5,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://univabio.devpost.com/project-gallery",
      "source_url": "https://univabio.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.492Z",
      "days_left": 46,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 35845,
        "cash_value": 35845,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 35845,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 199,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": null,
          "winnability": null,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 0,
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 180.13,
        "fair_share_serious": null,
        "days_left": 46
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 5,
          "p90": 10
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": null,
        "p_paid": null,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "unscoreable",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-25",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": {
        "score": 30,
        "reasons": [
          "$36K cash with below-median registration"
        ],
        "category": "high_fair_share"
      },
      "order_key": -85,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - unscoreable"
      }
    },
    {
      "id": "dp-revenuecat-shipaton-2026-revenuecat-shipaton-2026",
      "slug": "revenuecat-shipaton-2026-revenuecat-shipaton-2026",
      "title": "RevenueCat Shipaton 2026",
      "organizer": "RevenueCat",
      "prize_usd": 740000,
      "prize_raw": "$740,000",
      "registrants": 19476,
      "starts_at": "2026-07-31T00:00:00.000Z",
      "ends_at": "2026-10-01T23:59:00.000Z",
      "time_left": "about 1 month left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Design",
        "Gaming",
        "Mobile"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 55,
        "other": 2
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": true,
      "submission_gallery_url": "https://revenuecat-shipaton-2026.devpost.com/project-gallery",
      "source_url": "https://revenuecat-shipaton-2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:50.628Z",
      "days_left": 41,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": false,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "Age eligibility conflict between Devpost card and official rules; main competition excluded pending verification"
        ],
        "confidence": "official_rules",
        "notes": "Age eligibility conflict between Devpost card and official rules; main competition excluded pending verification"
      },
      "prize": {
        "advertised_value": 740000,
        "cash_value": 740000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 740000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 19476,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 974,
        "field_p10": 633,
        "field_p50": 974,
        "field_p90": 1510,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 38,
        "fair_share_serious": 759.75,
        "days_left": 41
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 28,
          "p50": 55,
          "p90": 110
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.056,
        "p_paid": 0.056,
        "ev_cash_heuristic": 41786,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-20",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-innovik6-indore-innovik6-indore",
      "slug": "innovik6-indore-innovik6-indore",
      "title": "INNOVIK 6.0 – International Hackathon 2026 | Indore Edition",
      "organizer": "INNOVIK",
      "prize_usd": 200000,
      "prize_raw": "₹ 200,000",
      "registrants": 69,
      "starts_at": null,
      "ends_at": null,
      "time_left": "2 days left",
      "location_type": "in-person",
      "location": "VITM Indore",
      "themes": [
        "Education",
        "Machine Learning/AI",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 4,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://innovik6-indore.devpost.com/project-gallery",
      "source_url": "https://innovik6-indore.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.684Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": null,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (VITM Indore)"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 200000,
        "cash_value": 200000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 200000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 69,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 24,
        "field_p10": 16,
        "field_p50": 24,
        "field_p90": 37,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 2898.55,
        "fair_share_serious": 8333.33,
        "days_left": null
      },
      "cautions": [
        "extraordinary per-submission value — verify payout history",
        "large pool, very early/small field — confirm organizer track record"
      ],
      "payout": {
        "paying_slots": {
          "p10": 2,
          "p50": 4,
          "p90": 8
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.167,
        "p_paid": 0.167,
        "ev_cash_heuristic": 33333,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
        "latest_safe_start": null,
        "p_finish_proxy": 0.35,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-allthingsagentichackathon-allthingsagentichackathon",
      "slug": "allthingsagentichackathon-allthingsagentichackathon",
      "title": "All Things Agentic Hackathon",
      "organizer": "All",
      "prize_usd": 180000,
      "prize_raw": "$180,000",
      "registrants": 7001,
      "starts_at": null,
      "ends_at": null,
      "time_left": "9 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Enterprise",
        "Machine Learning/AI",
        "Productivity"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 1,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": true,
      "submission_gallery_url": "https://allthingsagentichackathon.devpost.com/project-gallery",
      "source_url": "https://allthingsagentichackathon.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:50.628Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": true,
        "age_confirmed": false,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "18+ / age-of-majority requirement per official rules"
        ],
        "confidence": "official_rules",
        "notes": "18+ / age-of-majority requirement per official rules"
      },
      "prize": {
        "advertised_value": 180000,
        "cash_value": 180000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 180000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 7001,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 350,
        "field_p10": 228,
        "field_p50": 350,
        "field_p90": 543,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 25.71,
        "fair_share_serious": 514.29,
        "days_left": null
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 1,
          "p50": 1,
          "p90": 2
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.003,
        "p_paid": 0.003,
        "ev_cash_heuristic": 514,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
        "latest_safe_start": null,
        "p_finish_proxy": 0.35,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-gibc-v2-gibc-v2",
      "slug": "gibc-v2-gibc-v2",
      "title": "Global Innovation Build Challenge V2",
      "organizer": "Global",
      "prize_usd": 148445,
      "prize_raw": "$148,445",
      "registrants": 320,
      "starts_at": "2026-07-11T00:00:00.000Z",
      "ends_at": "2026-09-21T23:59:00.000Z",
      "time_left": "30 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Machine Learning/AI",
        "Social Good",
        "Beginner Friendly"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 5,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://gibc-v2.devpost.com/project-gallery",
      "source_url": "https://gibc-v2.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.327Z",
      "days_left": 31,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": false,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "headline is sponsor products/credits not cash; student eligibility restrictions (official rules)"
        ],
        "confidence": "official_rules",
        "notes": "headline is sponsor products/credits not cash; student eligibility restrictions (official rules)"
      },
      "prize": {
        "advertised_value": 148445,
        "cash_value": 148445,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 148445,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 320,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 38,
        "field_p10": 25,
        "field_p50": 38,
        "field_p90": 59,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 463.89,
        "fair_share_serious": 3906.45,
        "days_left": 31
      },
      "cautions": [
        "extraordinary per-submission value — verify payout history"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 5,
          "p90": 10
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.132,
        "p_paid": 0.132,
        "ev_cash_heuristic": 19532,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-10",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-the-great-agent-hackathon-the-great-agent-hackathon",
      "slug": "the-great-agent-hackathon-the-great-agent-hackathon",
      "title": "The Great Agent Hackathon",
      "organizer": "The",
      "prize_usd": 100000,
      "prize_raw": "₹ 100,000",
      "registrants": 304,
      "starts_at": "2026-07-23T00:00:00.000Z",
      "ends_at": "2026-08-25T23:59:00.000Z",
      "time_left": "3 days left",
      "location_type": "in-person",
      "location": "Freshworks",
      "themes": [
        "Enterprise",
        "Machine Learning/AI",
        "Open Ended"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 4,
        "other": 2
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://the-great-agent-hackathon.devpost.com/project-gallery",
      "source_url": "https://the-great-agent-hackathon.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.327Z",
      "days_left": 4,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": null,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (Freshworks)"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 100000,
        "cash_value": 100000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 100000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 304,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 36,
        "field_p10": 23,
        "field_p50": 36,
        "field_p90": 56,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 328.95,
        "fair_share_serious": 2777.78,
        "days_left": 4
      },
      "cautions": [
        "extraordinary per-submission value — verify payout history"
      ],
      "payout": {
        "paying_slots": {
          "p10": 2,
          "p50": 4,
          "p90": 8
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.111,
        "p_paid": 0.111,
        "ev_cash_heuristic": 11111,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 0.65,
        "feasibility_label": "3-5d",
        "latest_safe_start": "2026-08-14",
        "p_finish_proxy": 0.65,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-agentic-cinema-agentic-cinema",
      "slug": "agentic-cinema-agentic-cinema",
      "title": "Agentic Cinema: The Blockbuster Hackathon",
      "organizer": "Agentic",
      "prize_usd": 75000,
      "prize_raw": "$75,000",
      "registrants": 7707,
      "starts_at": "2026-07-27T00:00:00.000Z",
      "ends_at": "2026-09-09T23:59:00.000Z",
      "time_left": "18 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Databases",
        "Machine Learning/AI",
        "Open Ended"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 15,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": true,
      "submission_gallery_url": "https://agentic-cinema.devpost.com/project-gallery",
      "source_url": "https://agentic-cinema.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:50.628Z",
      "days_left": 19,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": false,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "age-of-majority eligibility per official rules"
        ],
        "confidence": "official_rules",
        "notes": "age-of-majority eligibility per official rules"
      },
      "prize": {
        "advertised_value": 75000,
        "cash_value": 75000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 75000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 7707,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 385,
        "field_p10": 250,
        "field_p50": 385,
        "field_p90": 597,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 9.73,
        "fair_share_serious": 194.81,
        "days_left": 19
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 8,
          "p50": 15,
          "p90": 30
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.039,
        "p_paid": 0.039,
        "ev_cash_heuristic": 2922,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-08-29",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "br-lexhack-2026-lexhack-2026",
      "slug": "br-lexhack-2026-lexhack-2026",
      "title": "LexHack 2026",
      "organizer": "Lexhack",
      "prize_usd": 43560,
      "prize_raw": "$43,560",
      "registrants": 34,
      "starts_at": null,
      "ends_at": "2026-09-27T23:59:00.000Z",
      "time_left": "37 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [],
      "open_to_all": true,
      "source_url": "https://lexhack-2026.devpost.com/",
      "source": "brabble",
      "source_authority": "platform_metadata_unverified",
      "observed_at": "2026-08-22T23:52:02.449Z",
      "eligibility_flags": [
        "Beginner Friendly",
        "Low/No Code",
        "Social Good"
      ],
      "days_left": 37,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": false,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "project must be created during event window; verify before considering (official rules)"
        ],
        "confidence": "official_rules",
        "notes": "project must be created during event window; verify before considering (official rules)"
      },
      "prize": {
        "advertised_value": 43560,
        "cash_value": 43560,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 43560,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 34,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 12,
        "field_p10": 8,
        "field_p50": 12,
        "field_p90": 19,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 1281.18,
        "fair_share_serious": 3630,
        "days_left": 37
      },
      "cautions": [
        "extraordinary per-submission value — verify payout history"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": 0.5,
        "p_paid": 0.5,
        "ev_cash_heuristic": 21780,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-16",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-tiktoktechjam2026-tiktoktechjam2026",
      "slug": "tiktoktechjam2026-tiktoktechjam2026",
      "title": "TikTok TechJam 2026",
      "organizer": "TikTok",
      "prize_usd": 34500,
      "prize_raw": "$34,500",
      "registrants": 2126,
      "starts_at": "2026-08-29T00:00:00.000Z",
      "ends_at": "2026-09-01T23:59:00.000Z",
      "time_left": "Upcoming",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Machine Learning/AI",
        "Cybersecurity",
        "E-commerce/Retail"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 6,
        "other": 0
      },
      "open_state": "upcoming",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://tiktoktechjam2026.devpost.com/project-gallery",
      "source_url": "https://tiktoktechjam2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.029Z",
      "days_left": 11,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": false,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "18+/college-student-only per official rules"
        ],
        "confidence": "official_rules",
        "notes": "18+/college-student-only per official rules"
      },
      "prize": {
        "advertised_value": 34500,
        "cash_value": 34500,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 34500,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 2126,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 106,
        "field_p10": 69,
        "field_p50": 106,
        "field_p90": 164,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 16.23,
        "fair_share_serious": 325.47,
        "days_left": 11
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.057,
        "p_paid": 0.057,
        "ev_cash_heuristic": 1953,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 0.97,
        "feasibility_label": "10-14d",
        "latest_safe_start": "2026-08-21",
        "p_finish_proxy": 0.97,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-rice-urban-sustainability-rice-urban-sustainability",
      "slug": "rice-urban-sustainability-rice-urban-sustainability",
      "title": "The Rice University Urban Sustainability Hackathon",
      "organizer": "The",
      "prize_usd": 17500,
      "prize_raw": "$17,500",
      "registrants": 339,
      "starts_at": "2026-06-23T00:00:00.000Z",
      "ends_at": "2026-09-18T23:59:00.000Z",
      "time_left": "26 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Design",
        "Social Good",
        "Databases"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 3,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://rice-urban-sustainability.devpost.com/project-gallery",
      "source_url": "https://rice-urban-sustainability.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.327Z",
      "days_left": 28,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": false,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "18+, college students only, US-only, team required (official rules)"
        ],
        "confidence": "official_rules",
        "notes": "18+, college students only, US-only, team required (official rules)"
      },
      "prize": {
        "advertised_value": 17500,
        "cash_value": 17500,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 17500,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 339,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 41,
        "field_p10": 27,
        "field_p50": 41,
        "field_p90": 64,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 51.62,
        "fair_share_serious": 426.83,
        "days_left": 28
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 2,
          "p50": 3,
          "p90": 6
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.073,
        "p_paid": 0.073,
        "ev_cash_heuristic": 1280,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-07",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-call-e-call-e",
      "slug": "call-e-call-e",
      "title": "CALL-E: Your Code Is Calling",
      "organizer": "CALL-E:",
      "prize_usd": 10000,
      "prize_raw": "$10,000",
      "registrants": 2398,
      "starts_at": "2026-07-23T00:00:00.000Z",
      "ends_at": "2026-09-14T23:59:00.000Z",
      "time_left": "23 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Communication",
        "Enterprise",
        "Machine Learning/AI"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 1,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": true,
      "submission_gallery_url": "https://call-e.devpost.com/project-gallery",
      "source_url": "https://call-e.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:50.628Z",
      "days_left": 24,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": false,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "age-of-majority eligibility per official rules"
        ],
        "confidence": "official_rules",
        "notes": "age-of-majority eligibility per official rules"
      },
      "prize": {
        "advertised_value": 10000,
        "cash_value": 10000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 10000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 2398,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 120,
        "field_p10": 78,
        "field_p50": 120,
        "field_p90": 186,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 4.17,
        "fair_share_serious": 83.33,
        "days_left": 24
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 1,
          "p50": 1,
          "p90": 2
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.008,
        "p_paid": 0.008,
        "ev_cash_heuristic": 83,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-03",
        "p_finish_proxy": 1,
        "build_model": {
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          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-codelinc11-codelinc11",
      "slug": "codelinc11-codelinc11",
      "title": "codeLinc 11 with Lincoln Financial & AWS",
      "organizer": "codeLinc",
      "prize_usd": 10000,
      "prize_raw": "$10,000",
      "registrants": 180,
      "starts_at": null,
      "ends_at": null,
      "time_left": "Upcoming",
      "location_type": "in-person",
      "location": "Lincoln Financial Group - Greensboro, NC",
      "themes": [
        "Enterprise",
        "Fintech",
        "Machine Learning/AI"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 4,
        "other": 0
      },
      "open_state": "upcoming",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://codelinc11.devpost.com/project-gallery",
      "source_url": "https://codelinc11.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.192Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": null,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (Lincoln Financial Group - Greensboro, NC)"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 10000,
        "cash_value": 10000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 10000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 180,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 36,
        "field_p10": 23,
        "field_p50": 36,
        "field_p90": 56,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 55.56,
        "fair_share_serious": 277.78,
        "days_left": null
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 2,
          "p50": 4,
          "p90": 8
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.111,
        "p_paid": 0.111,
        "ev_cash_heuristic": 1111,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
        "latest_safe_start": null,
        "p_finish_proxy": 0.35,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-hackapertus-hackapertus",
      "slug": "hackapertus-hackapertus",
      "title": "Hack Apertus",
      "organizer": "Hack",
      "prize_usd": 8010,
      "prize_raw": "€8,010",
      "registrants": 148,
      "starts_at": null,
      "ends_at": null,
      "time_left": "Upcoming",
      "location_type": "in-person",
      "location": "Grand Finals 2027 ",
      "themes": [
        "Education",
        "Machine Learning/AI",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 3,
        "other": 6
      },
      "open_state": "upcoming",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://hackapertus.devpost.com/project-gallery",
      "source_url": "https://hackapertus.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.192Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": null,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (Grand Finals 2027 )"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 8010,
        "cash_value": 8010,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 8010,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 148,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 30,
        "field_p10": 20,
        "field_p50": 30,
        "field_p90": 47,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 54.12,
        "fair_share_serious": 267,
        "days_left": null
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 2,
          "p50": 3,
          "p90": 6
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.1,
        "p_paid": 0.1,
        "ev_cash_heuristic": 801,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
        "latest_safe_start": null,
        "p_finish_proxy": 0.35,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-hack-away-hunger-hack-away-hunger",
      "slug": "hack-away-hunger-hack-away-hunger",
      "title": "Hack Away Hunger: Food Insecurity Challenge",
      "organizer": "Hack",
      "prize_usd": 5000,
      "prize_raw": "$5,000",
      "registrants": 28,
      "starts_at": "2026-07-18T00:00:00.000Z",
      "ends_at": "2026-10-08T23:59:00.000Z",
      "time_left": "about 2 months left",
      "location_type": "in-person",
      "location": "Corteva's Pioneer Shull Building",
      "themes": [
        "Open Ended",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 3,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://hack-away-hunger.devpost.com/project-gallery",
      "source_url": "https://hack-away-hunger.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.851Z",
      "days_left": 48,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": null,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (Corteva's Pioneer Shull Building)"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 5000,
        "cash_value": 5000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 5000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 28,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
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      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
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        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
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      "metrics": {
        "equal_share_naive": 178.57,
        "fair_share_serious": null,
        "days_left": 48
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 2,
          "p50": 3,
          "p90": 6
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": null,
        "p_paid": null,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-27",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-dialedin-dialedin",
      "slug": "dialedin-dialedin",
      "title": "DIALED IN Builder Challenge",
      "organizer": "DIALED",
      "prize_usd": 5000,
      "prize_raw": "$5,000",
      "registrants": 27,
      "starts_at": "2026-08-04T00:00:00.000Z",
      "ends_at": "2026-09-08T23:59:00.000Z",
      "time_left": "18 days left",
      "location_type": "in-person",
      "location": "The Hub @ Office Logic",
      "themes": [
        "AR/VR",
        "Voice skills",
        "Beginner Friendly"
      ],
      "open_to_all": false,
      "prizes_counts": {
        "cash": 9,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://dialedin.devpost.com/project-gallery",
      "source_url": "https://dialedin.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.851Z",
      "days_left": 18,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": null,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (The Hub @ Office Logic)"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 5000,
        "cash_value": 5000,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 5000,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 27,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 9,
        "field_p10": 6,
        "field_p50": 9,
        "field_p90": 14,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 185.19,
        "fair_share_serious": 555.56,
        "days_left": 18
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 5,
          "p50": 9,
          "p90": 18
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.9,
        "p_paid": 0.9,
        "ev_cash_heuristic": 4500,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-08-28",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-galuxium-nexus-v2-29411-galuxium-nexus-v2-29411",
      "slug": "galuxium-nexus-v2-29411-galuxium-nexus-v2-29411",
      "title": "Galuxium Nexus V2",
      "organizer": "Galuxium",
      "prize_usd": 2600,
      "prize_raw": "$2,600",
      "registrants": 416,
      "starts_at": "2026-07-15T00:00:00.000Z",
      "ends_at": "2026-10-31T23:59:00.000Z",
      "time_left": "2 months left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Enterprise",
        "Machine Learning/AI",
        "Productivity"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 4,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://galuxium-nexus-v2-29411.devpost.com/project-gallery",
      "source_url": "https://galuxium-nexus-v2-29411.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.327Z",
      "days_left": 71,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 2600,
        "cash_value": 2600,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 2600,
        "headline_inflation": 0
      },
      "field": {
        "registrations": 416,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": null,
          "winnability": null,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 0,
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": 6.25,
        "fair_share_serious": null,
        "days_left": 71
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
          "p10": 2,
          "p50": 4,
          "p90": 8
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": null,
        "p_paid": null,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "unscoreable",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-10-20",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - unscoreable"
      }
    },
    {
      "id": "dp-cissa-catalyst-2026-cissa-catalyst-2026",
      "slug": "cissa-catalyst-2026-cissa-catalyst-2026",
      "title": "Catalyst 2026",
      "organizer": "Catalyst",
      "prize_usd": 1700,
      "prize_raw": "$1,700",
      "registrants": 89,
      "starts_at": null,
      "ends_at": null,
      "time_left": "9 minutes left",
      "location_type": "in-person",
      "location": "The University of Melbourne, Parkville",
      "themes": [
        "Beginner Friendly",
        "Cybersecurity",
        "Design"
      ],
      "open_to_all": true,
      "prizes_counts": {
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        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://cissa-catalyst-2026.devpost.com/project-gallery",
      "source_url": "https://cissa-catalyst-2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.684Z",
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      "gates": {
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        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (The University of Melbourne, Parkville)"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
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        "cash_value": 1700,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 1700,
        "headline_inflation": 0
      },
      "field": {
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        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 18,
        "field_p10": 12,
        "field_p50": 18,
        "field_p90": 28,
        "funnel": null
      },
      "slots": {
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        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
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      },
      "metrics": {
        "equal_share_naive": 19.1,
        "fair_share_serious": 94.44,
        "days_left": null
      },
      "cautions": [],
      "payout": {
        "paying_slots": {
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          "p50": 5,
          "p90": 10
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.278,
        "p_paid": 0.278,
        "ev_cash_heuristic": 472,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
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          "hours_per_day": 4,
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          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
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      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
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        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-melbourne-hack-2026-melbourne-hack-2026",
      "slug": "melbourne-hack-2026-melbourne-hack-2026",
      "title": "Melbourne Hack 2026",
      "organizer": "Melbourne",
      "prize_usd": 900,
      "prize_raw": "$900",
      "registrants": 14,
      "starts_at": null,
      "ends_at": null,
      "time_left": "1 day left",
      "location_type": "in-person",
      "location": "University of Melbourne",
      "themes": [
        "Education",
        "Fintech",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 5,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://melbourne-hack-2026.devpost.com/project-gallery",
      "source_url": "https://melbourne-hack-2026.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.029Z",
      "days_left": null,
      "gates": {
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        "deadline_future": null,
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        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
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        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 900,
        "cash_value": 900,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 900,
        "headline_inflation": 0
      },
      "field": {
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        "family_prior": {
          "submissions_per_registration": 0.05,
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        },
        "field_status": "forming",
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        "funnel": null
      },
      "slots": {
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        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
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        "fair_share_serious": null,
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      },
      "cautions": [],
      "payout": {
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          "p10": 3,
          "p50": 5,
          "p90": 10
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": null,
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      },
      "decision": {
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        "reason": "eligibility gate failed",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
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          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
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      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
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        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-3rd-web-hack-3rd-web-hack",
      "slug": "3rd-web-hack-3rd-web-hack",
      "title": "3rd-Web-Hack",
      "organizer": "3rd-Web-Hack",
      "prize_usd": 750,
      "prize_raw": "$750",
      "registrants": 11,
      "starts_at": "2026-08-22T00:00:00.000Z",
      "ends_at": "2026-09-27T23:59:00.000Z",
      "time_left": "about 1 month left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Blockchain",
        "Open Ended",
        "Web"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 1,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://3rd-web-hack.devpost.com/project-gallery",
      "source_url": "https://3rd-web-hack.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.029Z",
      "days_left": 37,
      "gates": {
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        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
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        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 750,
        "headline_inflation": 0
      },
      "field": {
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        "family_prior": {
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        },
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      "fit": {
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          "p90": 2
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        "paying_slots_source": "platform_reported",
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      "decision": {
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      "mega": null,
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      "attention_breakdown": {
        "action": "SKIP",
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        "formula": "SKIP - unscoreable"
      }
    },
    {
      "id": "dp-smart-city-hackathon-lahore-smart-city-hackathon-lahore",
      "slug": "smart-city-hackathon-lahore-smart-city-hackathon-lahore",
      "title": "Smart City Hackathon Lahore",
      "organizer": "Smart",
      "prize_usd": 642,
      "prize_raw": "$642",
      "registrants": 72,
      "starts_at": null,
      "ends_at": null,
      "time_left": "8 days left",
      "location_type": "in-person",
      "location": "Lahore Garrison University",
      "themes": [
        "Communication",
        "Design",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 3,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://smart-city-hackathon-lahore.devpost.com/project-gallery",
      "source_url": "https://smart-city-hackathon-lahore.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.684Z",
      "days_left": null,
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        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
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        "confidence": "platform_metadata_unverified",
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      },
      "prize": {
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        "normalized_value": 642,
        "headline_inflation": 0
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      "field": {
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        "family_prior": {
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          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
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      "fit": {
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        "effective_p80_hours": 36
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        "baseline_any_payout": 0.12,
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        "ev_cash_heuristic": 77,
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      },
      "decision": {
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        "opportunity_cost_usd": 900
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      "mega": null,
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        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "br-hyperbloom-september-hyperbloom-september",
      "slug": "br-hyperbloom-september-hyperbloom-september",
      "title": "Hyperbloom September - AI/ML",
      "organizer": "hyperbloom hacks",
      "prize_usd": 560,
      "prize_raw": "$560",
      "registrants": 4,
      "starts_at": null,
      "ends_at": "2026-09-14T23:59:00.000Z",
      "time_left": "24 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [],
      "open_to_all": true,
      "source_url": "https://hyperbloom-september.devpost.com/",
      "source": "brabble",
      "source_authority": "platform_metadata_unverified",
      "observed_at": "2026-08-22T23:52:00.835Z",
      "eligibility_flags": [
        "IoT",
        "Machine Learning/AI",
        "Social Good"
      ],
      "days_left": 24,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 560,
        "cash_value": 560,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 560,
        "headline_inflation": 0
      },
      "field": {
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        "family_prior": {
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          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
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      },
      "slots": {
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        "p90": 12
      },
      "fit": {
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      "score_v01": {
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        },
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      },
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        "days_left": 24
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      "decision": {
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          "hours_per_day": 4,
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        },
        "opportunity_cost_usd": 900
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      "mega": null,
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      "attention": -1,
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        "formula": "SKIP - unscoreable"
      }
    },
    {
      "id": "br-arbiter-hacks-v1-arbiter-hacks-v1",
      "slug": "br-arbiter-hacks-v1-arbiter-hacks-v1",
      "title": "Arbiter Hacks V1",
      "organizer": "Arbiter",
      "prize_usd": 300,
      "prize_raw": "$300",
      "registrants": 54,
      "starts_at": null,
      "ends_at": "2026-12-21T23:59:00.000Z",
      "time_left": "122 days left",
      "location_type": "online",
      "location": "Online",
      "themes": [],
      "open_to_all": true,
      "source_url": "https://arbiter-hacks-v1.devpost.com/",
      "source": "brabble",
      "source_authority": "platform_metadata_unverified",
      "observed_at": "2026-08-22T23:52:03.133Z",
      "eligibility_flags": [
        "Beginner Friendly",
        "Machine Learning/AI",
        "Open Ended"
      ],
      "days_left": 122,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": 300,
        "cash_value": 300,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": 300,
        "headline_inflation": 0
      },
      "field": {
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        "family_prior": {
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          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
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      },
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      },
      "fit": {
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        },
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        },
        "paying_slots_source": "assumed",
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      },
      "decision": {
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        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
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      "attention": -1,
      "attention_breakdown": {
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        "formula": "SKIP - unscoreable"
      }
    },
    {
      "id": "dp-next-founders-next-founders",
      "slug": "next-founders-next-founders",
      "title": "Next Founders Hackathon",
      "organizer": "Next",
      "prize_usd": 275,
      "prize_raw": "$275",
      "registrants": 60,
      "starts_at": "2026-08-16T00:00:00.000Z",
      "ends_at": "2026-10-15T23:59:00.000Z",
      "time_left": "about 2 months left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Beginner Friendly",
        "Low/No Code",
        "Open Ended"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 3,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://next-founders.devpost.com/project-gallery",
      "source_url": "https://next-founders.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.684Z",
      "days_left": 55,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
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        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": null,
        "cash_value": null,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 57,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 20,
        "field_p10": 13,
        "field_p50": 20,
        "field_p90": 31,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": 13
      },
      "cautions": [
        "prize not published on platform card — see official page"
      ],
      "payout": {
        "paying_slots": {
          "p10": 1,
          "p50": 1,
          "p90": 2
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.05,
        "p_paid": 0.05,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 0.97,
        "feasibility_label": "10-14d",
        "latest_safe_start": "2026-08-23",
        "p_finish_proxy": 0.97,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-create-with-gemini-create-with-gemini",
      "slug": "create-with-gemini-create-with-gemini",
      "title": "Create with Gemini",
      "organizer": "Create",
      "prize_usd": null,
      "prize_raw": "",
      "registrants": 53,
      "starts_at": null,
      "ends_at": null,
      "time_left": "3 days left",
      "location_type": "in-person",
      "location": "Applyhub ",
      "themes": [
        "Beginner Friendly",
        "Education",
        "Web"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 1,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://create-with-gemini.devpost.com/project-gallery",
      "source_url": "https://create-with-gemini.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.851Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": null,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (Applyhub )"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": null,
        "cash_value": null,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 53,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 19,
        "field_p10": 12,
        "field_p50": 19,
        "field_p90": 29,
        "funnel": null
      },
      "slots": {
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        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": null
      },
      "cautions": [
        "prize not published on platform card — see official page"
      ],
      "payout": {
        "paying_slots": {
          "p10": 1,
          "p50": 1,
          "p90": 2
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": 0.053,
        "p_paid": 0.053,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
        "latest_safe_start": null,
        "p_finish_proxy": 0.35,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-htcj-aviation-futures-htcj-aviation-futures",
      "slug": "htcj-aviation-futures-htcj-aviation-futures",
      "title": "HTCJ Aviation Futures Innovation Challenge",
      "organizer": "HTCJ",
      "prize_usd": null,
      "prize_raw": "",
      "registrants": 44,
      "starts_at": "2026-06-25T00:00:00.000Z",
      "ends_at": "2026-10-08T23:59:00.000Z",
      "time_left": "about 2 months left",
      "location_type": "in-person",
      "location": "San Diego Convention Center ",
      "themes": [
        "Enterprise",
        "Machine Learning/AI",
        "Social Good"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 1,
        "other": 0
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://htcj-aviation-futures.devpost.com/project-gallery",
      "source_url": "https://htcj-aviation-futures.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.851Z",
      "days_left": 48,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": null,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (San Diego Convention Center )"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": null,
        "cash_value": null,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 44,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": 48
      },
      "cautions": [
        "prize not published on platform card — see official page"
      ],
      "payout": {
        "paying_slots": {
          "p10": 1,
          "p50": 1,
          "p90": 2
        },
        "paying_slots_source": "platform_reported",
        "baseline_any_payout": null,
        "p_paid": null,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-09-27",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-gemini-builds-gemini-builds",
      "slug": "gemini-builds-gemini-builds",
      "title": "Gemini Builds",
      "organizer": "Gemini",
      "prize_usd": null,
      "prize_raw": "",
      "registrants": 34,
      "starts_at": null,
      "ends_at": null,
      "time_left": "1 day left",
      "location_type": "in-person",
      "location": "LBS College ",
      "themes": [
        "Beginner Friendly",
        "Education",
        "Web"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 0,
        "other": 1
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://gemini-builds.devpost.com/project-gallery",
      "source_url": "https://gemini-builds.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.851Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": null,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (LBS College )"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": null,
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        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 34,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 12,
        "field_p10": 8,
        "field_p50": 12,
        "field_p90": 19,
        "funnel": null
      },
      "slots": {
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        "p90": 12
      },
      "fit": {
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        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
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        "fair_share_serious": null,
        "days_left": null
      },
      "cautions": [
        "prize not published on platform card — see official page"
      ],
      "payout": {
        "paying_slots": {
          "p10": 1,
          "p50": 0,
          "p90": 0
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": 0,
        "p_paid": 0,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 0.35,
        "feasibility_label": "0.35",
        "latest_safe_start": null,
        "p_finish_proxy": 0.35,
        "build_model": {
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          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-gemini-event-hackmatrix-gemini-event-hackmatrix",
      "slug": "gemini-event-hackmatrix-gemini-event-hackmatrix",
      "title": "Gemini Event - HackMatrix",
      "organizer": "Gemini",
      "prize_usd": null,
      "prize_raw": "",
      "registrants": 34,
      "starts_at": "2026-08-09T00:00:00.000Z",
      "ends_at": "2026-09-05T23:59:00.000Z",
      "time_left": "14 days left",
      "location_type": "in-person",
      "location": "Jaipur",
      "themes": [
        "Blockchain",
        "Cybersecurity",
        "Low/No Code"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 0,
        "other": 1
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://gemini-event-hackmatrix.devpost.com/project-gallery",
      "source_url": "https://gemini-event-hackmatrix.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.851Z",
      "days_left": 15,
      "gates": {
        "registration_open": true,
        "deadline_future": true,
        "remote_ok": null,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (Jaipur)"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": null,
        "cash_value": null,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 34,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "usable",
        "estimated_serious_field": 12,
        "field_p10": 8,
        "field_p50": 12,
        "field_p90": 19,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": 15
      },
      "cautions": [
        "prize not published on platform card — see official page"
      ],
      "payout": {
        "paying_slots": {
          "p10": 1,
          "p50": 0,
          "p90": 0
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": 0,
        "p_paid": 0,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2026-08-25",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-technisa-hacks-technisa-hacks",
      "slug": "technisa-hacks-technisa-hacks",
      "title": "TechNisa Hacks ",
      "organizer": "TechNisa",
      "prize_usd": null,
      "prize_raw": "$CAD 0",
      "registrants": 22,
      "starts_at": null,
      "ends_at": null,
      "time_left": "about 15 hours left",
      "location_type": "in-person",
      "location": "Toronto Metropolitan University",
      "themes": [
        "Beginner Friendly",
        "Education",
        "Social Good"
      ],
      "open_to_all": false,
      "prizes_counts": {
        "cash": 0,
        "other": 4
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://technisa-hacks.devpost.com/project-gallery",
      "source_url": "https://technisa-hacks.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:51.851Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": null,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": false,
        "failed": [
          "in-person event (Toronto Metropolitan University)"
        ],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
        "advertised_value": null,
        "cash_value": null,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 22,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
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        "field_p50": null,
        "field_p90": null,
        "funnel": null
      },
      "slots": {
        "p10": 3,
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        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
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      },
      "metrics": {
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      },
      "cautions": [],
      "payout": {
        "paying_slots": {
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        },
        "paying_slots_source": "assumed",
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        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "eligibility gate failed",
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        "feasibility_label": "0.35",
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          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - eligibility gate failed"
      }
    },
    {
      "id": "dp-graphiques-challenge-graphiques-challenge",
      "slug": "graphiques-challenge-graphiques-challenge",
      "title": "Graphiques Innovation Challenge ",
      "organizer": "Graphiques",
      "prize_usd": null,
      "prize_raw": "",
      "registrants": 20,
      "starts_at": null,
      "ends_at": null,
      "time_left": "about 12 hours left",
      "location_type": "online",
      "location": "Online",
      "themes": [
        "Enterprise",
        "Fintech",
        "Productivity"
      ],
      "open_to_all": true,
      "prizes_counts": {
        "cash": 0,
        "other": 10
      },
      "open_state": "open",
      "winners_announced": false,
      "featured": false,
      "submission_gallery_url": "https://graphiques-challenge.devpost.com/project-gallery",
      "source_url": "https://graphiques-challenge.devpost.com/",
      "source": "devpost",
      "source_authority": "official_platform_api",
      "observed_at": "2026-08-22T23:51:52.029Z",
      "days_left": null,
      "gates": {
        "registration_open": null,
        "deadline_future": null,
        "remote_ok": true,
        "age_confirmed": null,
        "student_only": false,
        "country_restricted": null
      },
      "eligibility": {
        "eligible": true,
        "failed": [],
        "confidence": "platform_metadata_unverified",
        "notes": null
      },
      "prize": {
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        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 20,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
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        "field_p90": null,
        "funnel": null
      },
      "slots": {
        "p10": 3,
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        "p90": 12
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    },
    {
      "id": "dp-mca-2026-projects-mca-2026-projects",
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    },
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    {
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    },
    {
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      "slug": "br-internshala-nyaya-setu-2026-by-nmims-indore-ai-justice-polic",
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      "prize": {
        "advertised_value": null,
        "cash_value": null,
        "credits_value": null,
        "hardware_value": null,
        "normalized_value": null,
        "headline_inflation": null
      },
      "field": {
        "registrations": 30,
        "family_prior": {
          "submissions_per_registration": 0.05,
          "source": "lablab historicals: AMD I 4.5%, AMD II 5.6%, AI Genesis 5.3%"
        },
        "field_status": "forming",
        "estimated_serious_field": null,
        "field_p10": null,
        "field_p50": null,
        "field_p90": null,
        "funnel": null
      },
      "slots": {
        "p10": 3,
        "p50": 6,
        "p90": 12
      },
      "fit": {
        "strategic_fit": 0,
        "code_reuse": 0.1,
        "effective_p80_hours": 36
      },
      "score_v01": {
        "components": {
          "expected_prize_value": null,
          "winnability": null,
          "historical_winner_quality": null,
          "judging_tractability": null,
          "organizer_quality": null
        },
        "known_components": 0,
        "opportunity_score": null
      },
      "metrics": {
        "equal_share_naive": null,
        "fair_share_serious": null,
        "days_left": 378
      },
      "cautions": [
        "prize not published on platform card — see official page"
      ],
      "payout": {
        "paying_slots": {
          "p10": 3,
          "p50": 6,
          "p90": 12
        },
        "paying_slots_source": "assumed",
        "baseline_any_payout": null,
        "p_paid": null,
        "ev_cash_heuristic": null,
        "note": "slot count assumed until prize ladders are verified on official pages"
      },
      "decision": {
        "action": "SKIP",
        "reason": "unscoreable",
        "feasibility": 1,
        "feasibility_label": "14d+",
        "latest_safe_start": "2027-08-23",
        "p_finish_proxy": 1,
        "build_model": {
          "p50_hours": 25,
          "p80_hours": 40,
          "hours_per_day": 4,
          "buffer_days": 2,
          "shadow_hour_value_usd": 25
        },
        "opportunity_cost_usd": 900
      },
      "mega": null,
      "order_key": -100,
      "attention": -1,
      "attention_breakdown": {
        "action": "SKIP",
        "score": null,
        "formula": "SKIP - unscoreable"
      }
    }
  ],
  "excluded": [
    {
      "slug": "revenuecat-shipaton-2026-revenuecat-shipaton-2026",
      "title": "RevenueCat Shipaton 2026",
      "reason": "Age eligibility conflict between Devpost card and official rules; main competition excluded pending verification"
    },
    {
      "slug": "innovik6-indore-innovik6-indore",
      "title": "INNOVIK 6.0 – International Hackathon 2026 | Indore Edition",
      "reason": "in-person event (VITM Indore)"
    },
    {
      "slug": "allthingsagentichackathon-allthingsagentichackathon",
      "title": "All Things Agentic Hackathon",
      "reason": "18+ / age-of-majority requirement per official rules"
    },
    {
      "slug": "gibc-v2-gibc-v2",
      "title": "Global Innovation Build Challenge V2",
      "reason": "headline is sponsor products/credits not cash; student eligibility restrictions (official rules)"
    },
    {
      "slug": "the-great-agent-hackathon-the-great-agent-hackathon",
      "title": "The Great Agent Hackathon",
      "reason": "in-person event (Freshworks)"
    },
    {
      "slug": "agentic-cinema-agentic-cinema",
      "title": "Agentic Cinema: The Blockbuster Hackathon",
      "reason": "age-of-majority eligibility per official rules"
    },
    {
      "slug": "br-lexhack-2026-lexhack-2026",
      "title": "LexHack 2026",
      "reason": "project must be created during event window; verify before considering (official rules)"
    },
    {
      "slug": "tiktoktechjam2026-tiktoktechjam2026",
      "title": "TikTok TechJam 2026",
      "reason": "18+/college-student-only per official rules"
    },
    {
      "slug": "rice-urban-sustainability-rice-urban-sustainability",
      "title": "The Rice University Urban Sustainability Hackathon",
      "reason": "18+, college students only, US-only, team required (official rules)"
    },
    {
      "slug": "call-e-call-e",
      "title": "CALL-E: Your Code Is Calling",
      "reason": "age-of-majority eligibility per official rules"
    },
    {
      "slug": "codelinc11-codelinc11",
      "title": "codeLinc 11 with Lincoln Financial & AWS",
      "reason": "in-person event (Lincoln Financial Group - Greensboro, NC)"
    },
    {
      "slug": "hackapertus-hackapertus",
      "title": "Hack Apertus",
      "reason": "in-person event (Grand Finals 2027 )"
    },
    {
      "slug": "hack-away-hunger-hack-away-hunger",
      "title": "Hack Away Hunger: Food Insecurity Challenge",
      "reason": "in-person event (Corteva's Pioneer Shull Building)"
    },
    {
      "slug": "dialedin-dialedin",
      "title": "DIALED IN Builder Challenge",
      "reason": "in-person event (The Hub @ Office Logic)"
    },
    {
      "slug": "cissa-catalyst-2026-cissa-catalyst-2026",
      "title": "Catalyst 2026",
      "reason": "in-person event (The University of Melbourne, Parkville)"
    },
    {
      "slug": "melbourne-hack-2026-melbourne-hack-2026",
      "title": "Melbourne Hack 2026",
      "reason": "in-person event (University of Melbourne)"
    },
    {
      "slug": "smart-city-hackathon-lahore-smart-city-hackathon-lahore",
      "title": "Smart City Hackathon Lahore",
      "reason": "in-person event (Lahore Garrison University)"
    },
    {
      "slug": "creation-code-30750-creation-code-30750",
      "title": "Build With Gemini - Creation Code",
      "reason": "in-person event (Jaipur, India)"
    },
    {
      "slug": "create-with-gemini-create-with-gemini",
      "title": "Create with Gemini",
      "reason": "in-person event (Applyhub )"
    },
    {
      "slug": "htcj-aviation-futures-htcj-aviation-futures",
      "title": "HTCJ Aviation Futures Innovation Challenge",
      "reason": "in-person event (San Diego Convention Center )"
    },
    {
      "slug": "gemini-builds-gemini-builds",
      "title": "Gemini Builds",
      "reason": "in-person event (LBS College )"
    },
    {
      "slug": "gemini-event-hackmatrix-gemini-event-hackmatrix",
      "title": "Gemini Event - HackMatrix",
      "reason": "in-person event (Jaipur)"
    },
    {
      "slug": "technisa-hacks-technisa-hacks",
      "title": "TechNisa Hacks ",
      "reason": "in-person event (Toronto Metropolitan University)"
    },
    {
      "slug": "ai-innovation-day-31076-ai-innovation-day-31076",
      "title": "AI & Innovation Day @ AITR Indore",
      "reason": "in-person event (Indore)"
    },
    {
      "slug": "munichtech-expo-munichtech-expo",
      "title": "MunichTech EXPO",
      "reason": "in-person event (Munich, Germany)"
    }
  ],
  "changes": []
}