Show HN: Continual Learning with .md

2026-04-13 | original

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Why This Matters

This development introduces a novel approach to enhancing AI agents by transforming files into a memory filesystem using .md files, enabling continuous learning and improved context retention. It signifies a step forward in creating more adaptable and persistent AI systems, benefiting both developers and end-users. This innovation could lead to smarter, more context-aware AI applications across various industries.

Key Takeaways

Transforms files into a memory system for AI agents
Enables continual learning and context retention
Supports more adaptable and persistent AI applications

Turn your files into a memory filesystem for AI agents.

Example question

What have I been working on in the past 3 months?

Example answer

You have been converging on agentic infrastructure: memory systems, context retrieval, and public-facing artifacts.

Initialize by running:

Enable automatic daily updates with:

Explore topics: show hn memory filesystem ai agents agentic infrastructure context retrieval