Adding llms.txt to Your Astro Blog
How to implement the llms.txt standard in Astro without dependencies. Three endpoints, ~150 lines of TypeScript, and your content becomes agent-accessible.
Front-end, LLM tooling, and what actually works.
Recent Posts
Testing in the Age of AI Agents
When code changes at the speed of thought, tests become less about verification and more about defining what should remain stable.
Self-Documenting CLI Design for LLMs
Agents start fresh every session. Instead of dumping docs upfront, build tools they can query. One take on agent-friendly tooling.
CLI vs MCP on Chrome DevTools Protocol
I ran benchmarks comparing CLI tools against MCP servers for browser automation. 13x more token efficient with CLI. Here's what I found.
How My Agent Learned GitLab
Teaching an agent to use CLI tools isn't about writing perfect documentation. It's about creating a feedback loop where the tool teaches, the agent learns, and reflection builds institutional knowledge.
When CLI Tools Are Enough
One year after MCP's launch, Anthropic published a solution to context overhead: filesystem-based tool discovery. The pattern looked familiar.