Show HN: Aletheia – The Uncertainty Loop Agent for Claude Code and Codex

Category: ai-ml

Tags: ai-agent, research-tool, uncertainty-loop, pomdp, diligence, claude-code, codex

Score: 7.0/10 (Innovation: 8, Technical: 7, Documentation: 7, Utility: 6)

Aletheia is an AI agent skill for Claude Code and Codex that implements a POMDP-based uncertainty loop to investigate claims by actively seeking contradictory evidence and providing calibrated verdicts or honest 'inconclusive' results. Its novel approach of separating information gathering from answer commitment and explicitly managing confidence makes it an interesting tool for research and diligence tasks.

Target audience: backend devs, data engineers, researchers

Repository: https://github.com/nsankar/Aletheia · Python · MIT

View on Hacker News