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Open Bias enforces rules at runtime
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REDDIT · REDDIT// 5h agoOPENSOURCE RELEASE

Open Bias enforces rules at runtime

OpenBias is an open-source agent alignment proxy that converts markdown-based system prompts into strict runtime constraints. By intercepting LLM traffic, it prevents "instruction drift" and ensures business logic compliance across any provider.

// ANALYSIS

LLMs are notoriously bad at following complex negative constraints, making OpenBias a critical "trust layer" for production agents.

  • Moves alignment from probabilistic prompting to deterministic runtime enforcement
  • RULES.md approach allows non-technical stakeholders to audit agent behavior via Git
  • Asynchronous "Judge" model minimizes latency impact while maintaining oversight
  • Provider-agnostic design makes it a drop-in solution for LangGraph, CrewAI, or custom stacks
  • Essential for regulated industries where "mostly compliant" is a failure
// TAGS
open-biasagentllmsafetyinfrastructureopen-sourceprompt-engineering

DISCOVERED

5h ago

2026-04-26

PUBLISHED

6h ago

2026-04-25

RELEVANCE

8/ 10

AUTHOR

Chinmay101202