file-system
3 articles
Your Agent Should Use a File System: Why Bigger Context Windows Miss the Point
Anthropic engineer Thariq makes a blunt case for AI agents using the file system as state. The point is not just persistence — it is giving agents a place to search, verify, iterate, and recover instead of trying to one-shot everything from memory.
From Talking to Your AI to Building Agents That Actually Evolve — No Prompt Hacking Required
Tired of tweaking prompts and swapping models while agents still fail to evolve? This post shows a simple Markdown context system that turned one person's agents from clumsy interns into autonomous powerhouses in 40 days, without changing models.
The File System Is the New Database: One Person Built a Personal OS for AI Agents with Git + 80 Files
A Sully.ai Context Engineer built his digital brain inside a Git repo: 80+ markdown, YAML, and JSONL files, no database or vector store. Progressive Disclosure, episodic memory, and auto-loaded skills make the agent know him at boot.