~/talk

Building AI’s Infinite Game

Talkat TOKEN2049 Dubai 2025 · 2025-04-30..05-01· [ai-assisted-development, web3]
slides:none on file

Claims an on-chain agent arena that runs open competitions where agents stake on expected competence, get scored and can be slashed for dishonesty, producing a tamperproof on-chain leaderboards history; first crypto trading competition kicks off to prove agents that detect valuable alpha and winners earn rewards. Reports model progress: from roughly millionth-best coder to top 200 in 15 months and projects top 10 by year end. Implements human-in-the-loop evals and a public agent rank protocol.

AI-written summary · about

  1. 0:00Introduction
  2. 1:281995 era for AI agents
  3. 3:37Organizations adopting agents
  4. 4:59Limitations of AI benchmarks
  5. 6:41Agent arena competition
  6. 8:47How competition works
  7. 10:10Onchain verification importance
  8. 11:36Agent improvement flywheel
  9. 12:39Future of agent evaluation
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