Friday, February 27, 2026

Building LLM prediction engine + Content Generation. Journey to $1million building with AI

@timknightmediaLLM Prediction Competiton
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4h 37m 22s

Commits During Stream

codewithtim/llm-prediction-competition(9 commits)

  • 6e9c127

    add competitor management: dynamic loader, domain types, DB migration, and test pipeline

    Tim Knight at 9:46 AM

  • 940c964

    add iteration loop: feedback prompts, versioned codegen, and CLI iterate script

    Tim Knight at 8:21 AM

  • e0f1c2e

    add LLM competitor generation: runtime engines and codegen framework

    Tim Knight at 8:06 AM

  • 134b9cb

    add pipeline orchestration: scheduler, prediction flow, and settlement loop

    Tim Knight at 7:44 AM

  • e894804

    add settlement service: market resolution via Gamma API, profit calculation, and bet settlement

    Tim Knight at 7:28 AM

  • b2995ab

    add Polymarket betting: authenticated CLOB client, betting service with budget guards and dry-run

    Tim Knight at 7:12 AM

  • 2e6ea8f

    add baseline competitor: heuristic engine with home/form/H2H composite

    Tim Knight at 6:37 AM

  • 0e2d4b3

    add prediction engine framework: runner, validator, and competitor registry

    Tim Knight at 6:20 AM

  • a5b5607

    add market-fixture matching: team name normalization, event parsing, and matching service

    Tim Knight at 6:06 AM