The File-Based Context Architecture
Where does all the AI context actually live? The answer is simpler than you'd expect: files. A PARA-based system with progressive disclosure that keeps Claude operating under 40% of its context window.
8 articles with this tag
Where does all the AI context actually live? The answer is simpler than you'd expect: files. A PARA-based system with progressive disclosure that keeps Claude operating under 40% of its context window.
The official Ralph loop plugin isn't true Ralph. Here's how I built a plugin that installs project-specific configuration via a skill, supporting both same-session and fresh-context modes for autonomous TDD workflows.
Understanding the philosophy of skills-over-agents doesn't tell you how to implement it. Here's how to build composable AI capabilities that don't duplicate code everywhere.
I have a /daily-brief command that runs 18 steps. Today it skipped two steps without me noticing. Here's how Claude Code's built-in TodoWrite tool fixes this with the checklist manifesto pattern.
Most AI agent projects fail—not because models aren't smart enough, but because developers keep solving the wrong problem. The shift from building agents to building skills changes everything.
I stumbled on this pattern while building automation commands for Claude Code and Cursor. The problem: my AI agents needed credentials for browser automation, but I obviously couldn't commit those credentials to git.
I've been writing online since 2011. Fourteen years of blog posts, technical tutorials, personal reflections, and half-finished drafts sitting in folders I'm afraid to open.
I've spent the last couple of weeks rebuilding a "digital self" system with Cursor and Claude Code. Along the way, I fell into the same trap many developers hit—assuming more tools equals more capability.