Every Repo Is a World Model

Short summary

hermes-harness mines git history across multiple repos to surface recurring failure patterns and queries them via vector similarity search. Based on Yann LeCun's JEPA world-model architecture, the tool compresses revert chains, file co-changes, and topic clusters into 128-dimensional vectors, enabling engineers to find "has this failure happened before?" answers in milliseconds. Most useful for tech leads with 3+ active repos, tribal knowledge problems, and no central incident database.

• •Mines git history for recurring failure patterns and indexes them as searchable vectors
• •Based on Yann LeCun's JEPA architecture; uses word-count vectors and cosine similarity, not neural nets
• •Niche tool: most useful for tech leads managing 3+ repos with tribal knowledge of past fixes

Generated with AI, which can make mistakes.