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experientiallabs/world-model-optimizer

★ 8,837 stars

Python

Covered in week 2026-W35 · the 2026-08 report

Build continually improving models on your agent traces by distilling frontier open models

What world-model-optimizer is

Experiential is an open source gateway and router for agent workflows

From the repository README · read it on GitHub →

26 Aug 2026 · 0:28
World Model Optimizer: Turn Agent Traces Into Models You Own (27% Cheaper)
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Transcript

World Model Optimizer transforms agent traces into models you own by leveraging OTel traces and Tinker API to distill frontier open models. Register providers, tune routers with wmo optimize route sweep, serve via wmo serve, and distill custom models into your pool while maintaining frontier quality at 27% lower cost. Build models that improve continuously.

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