CrafterWIKI

Evidence

Patterns by kind of event

Playbooks differ. In-person student events, online open-source events and agency data challenges reward different things, so read each kind on its own and mind the sample size.

Small samples, not causal. 35 confirmed winners and finalists in total; mechanism tags are mostly curator inference.

agency open data challenge · n = 20

Run by a public agency around its open data: hundreds of local events, global multi-phase judging by subject-matter experts (e.g. NASA Space Apps). Events: NASA International Space Apps Challenge 2024, NASA International Space Apps Challenge 2025, NASA International Space Apps Challenge 2026

Winning mechanisms

Judging lenses

  • challenge relevance11/20
  • design ux11/20
  • impact9/20
  • scientific validity8/20
  • technical depth8/20
  • storytelling pitch7/20
  • originality4/20
  • business potential2/20

AI patterns

  • ml model5/20
  • llm api4/20
  • generative media3/20
  • agent1/20
  • ai unspecified1/20

open source community · n = 8

Run around open-source projects; contributions count. Events: Hackathon for MCP & AI Agents 2026

Winning mechanisms

Judging lenses

  • impact5/8
  • technical depth5/8
  • sponsor api use3/8
  • design ux1/8
  • engineering practice1/8
  • wow factor1/8

AI patterns

  • agent6/8
  • mcp server4/8
  • llm api2/8
  • computer vision1/8
  • generative media1/8

student major league · n = 6

Large student hackathon (MLH-style), many sponsor prizes. Events: Hack the North 2025, Hack the North 2026, Hack the Valley 11, UofTHacks 11

Winning mechanisms

Judging lenses

  • technical depth4/6
  • wow factor4/6
  • originality3/6
  • impact2/6
  • sponsor api use1/6

AI patterns

  • computer vision4/6
  • voice ai4/6
  • llm api3/6
  • none2/6
  • generative media1/6

sponsor platform · n = 1

Run by a company to showcase its platform/API. Events: Croma GOV-TECH AI Hackathon 2026

Winning mechanisms

Judging lenses

  • business potential1/1
  • impact1/1
  • sponsor api use1/1

AI patterns

  • agent1/1
  • llm api1/1

No confirmed winners yet

Saturation by event

Base rates exist only where every submission is indexed.

EventIndexedRosterTop domains
Platanus Hack 26 Buenos Aires (LATAM Tour)25 / 25Full · base rateai security 6 · agentic payments 5 · identity provenance 4 · agent infrastructure 3 · dev tools 3
Platanus Hack 26 Bogotá (LATAM Tour)24 / 24Full · base rateemergencies disaster 7 · simulation forecasting 7 · ai security 3 · health 3 · legal access 3
Croma GOV-TECH AI Hackathon 202612 / 12Full · base ratedue diligence risk 6 · govtech transparency 6 · commerce retail 2 · fintech 1 · legal access 1
Platanus Hack 25 (ft. Buk)14partialeducation 4 · commerce retail 3 · security networking 2 · social connection 2 · accessibility 1
NASA International Space Apps Challenge 202410winners onlyearth observation 5 · agriculture food 3 · climate sustainability 3 · space science 3 · creative media 2
NASA International Space Apps Challenge 202510 / 18,860winners onlyspace operations 4 · space science 3 · climate sustainability 2 · earth observation 2 · education 2
Platanus Hack 24 (inferred)10partialeducation 3 · fintech 3 · dev tools 2 · memory journaling 2 · security networking 2
Hackathon for MCP & AI Agents 20268winners onlyagent infrastructure 4 · ai security 3 · cloud native infra 3 · accessibility 1 · commerce retail 1
SOON past edition (undated)5 / 17partialmarketing growth 3 · creative media 2 · games entertainment 2 · dev tools 1 · memory journaling 1
Hack the North 20254partialrobotics hardware 3 · accessibility 1 · careers hr 1 · creative media 1 · education 1
UofTHacks 112partialdev tools 1 · productivity 1 · robotics hardware 1 · social connection 1