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Build with Paritok: The Token-Efficiency Hackathon

Devpost hackathon: Build with Paritok: The Token-Efficiency Hackathon. Imported automatically.

Year
2026
Winning projects
9
Participants
198
Prize pool
$630
Platform
Devpost

Winners

1st Place

  • Dragstrip1st PlaceRace the same coding agent with and without Paritok compression on any GitHub repo — live token meters, a savings receipt, and a blind judge scoring both answerFastAPIGeminiJavaScript

2nd Place

  • Headroom2nd PlaceA coding agent inside a 32,768-token ceiling, and the harness that measures what compression is really worth. Half the input tokens for the same fix — plus exacFastAPIPythonSQLite

3rd Place

  • Paritok's Labyrinth3rd PlaceA roguelike where your memory is your token budget — and Paritok keeps you alive.JavaScriptPythonSQLite

Category Winner

  • Pin-On-ExpandMost Valuable Feedback PrizeParitok told me it saved 64% on a session that billed 69% more than no compression at all. Here's the measurement, and the fix.DockerFastAPIPython
  • SegpilotMost Valuable Feedback PrizeA live, honest measurement of whether routing Paritok's compression per-segment actually helps, plus nine reproducible findings about the hosted API.
  • VaultTokMost Valuable Feedback PrizeCompress the context. Keep the secrets local.

Other

  • DocLeanSocial Blitz PrizeA token-efficient, context-compressed AI document reviewer that slashes LLM inference costs and latency by 90%+ using Paritok's semantic filtering and 0G Labs' FastAPIJavaScriptPython
  • LeanCISocial Blitz PrizeDependency-aware AI code review with measured Paritok compression.GroqOpenAIPython
  • RagModSocial Blitz PrizeCompression first codebase agent- We over retrieve through tools, Paritok makes it cheap, and we measure the savings.GeminiOpenAIPython