12 Factor Agents: Principles for AI That Actually Work
HumanLayer's 12-factor agents codifies what works in production AI: own your context, keep agents small, stay out of the dumb zone.
Read more →Opus 4.5 and Tool Search: The Native Fix for MCP Context Bloat
Claude's new model ships with defer_loading for tools. The MCP isolation patterns I built are now (mostly) obsolete.
Read more →Expressing MCP Tools as Code APIs (96% Less Context)
From Chrome DevTools experiment to universal MCP wrapper: progressive discovery works with any server, Skills integration, and smart deduplication
Read more →Isolating MCP Context in Claude Code with Slash Commands
How to use slash commands to keep specialized MCP tools isolated from your main conversation context.
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