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Open Source Reliability Harness: Make your agents follow rules. One line of code to‎ ‎enforce, trace, and improve. ‎ ‎

123 starsPython

Open Bias – proxy that enforces agent behavior at runtime

by algomaniac·Apr 28, 2026·21 points·4 comments

AI Analysis

●●SolidSolve My ProblemShip It

Local proxy enforcing markdown rules on LLM output before it hits production.

Strengths
  • Zero-config setup with automatic rule synthesis from a simple RULES.md file.
  • Works with any LLM provider by acting as a standard OpenAI-compatible proxy.
  • Intervenes on off-policy behavior like discount limits before user sees it.
Weaknesses
  • Proxy pattern adds a network hop compared to native provider guardrails.
  • Rule enforcement relies on a secondary evaluator model which adds cost.
Category
Target Audience

Developers deploying AI agents in production environments

Similar To

Guardrails AI · LLM Guard · Portkey

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