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. A philosophy for testing when AI agents write and rewrite your code.
Recent Posts
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.