I got tired of Claude forgetting what it learned, so I built something to fix it
Published:Jan 3, 2026 21:23
•1 min read
•r/ClaudeAI
Analysis
This article describes a user's solution to Claude AI's memory limitations. The user created Empirica, an epistemic tracking system, to allow Claude to explicitly record its knowledge and reasoning. The system focuses on reconstructing Claude's thought process rather than just logging actions. The article highlights the benefits of this approach, such as improved productivity and the ability to reload a structured epistemic state after context compacting. The article is informative and provides a link to the project's GitHub repository.
Key Takeaways
- •Empirica is an epistemic tracking system designed to improve Claude AI's memory.
- •It allows Claude to explicitly record its knowledge, uncertainties, and reasoning.
- •The system reconstructs Claude's thought process, not just logs actions.
- •It improves productivity by allowing the reloading of a structured epistemic state after context compacting.
- •The project is open-source and available on GitHub.
Reference
“The key insight: It's not just logging. At any point - even after a compact - you can reconstruct what Claude was thinking, not just what it did.”