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November 12, 20266 min readEssay

I Built a Reviewer Skill From 67 Sourced Records, and the First Eval Failed

A skill that reviews a workspace against someone else's methodology is only as honest as its sources. Notes on building one from quoted records, freezing the answer key before writing the skill, and what a 4 of 9 first run taught me.

agentic-engineering ai-agents icm claude-code

June 11, 20266 min readEssay

Agent Memory Is Four Kinds of Files

The CoALA taxonomy names four kinds of agent memory: working, semantic, procedural and episodic. In practice each one is a plain file, and knowing which kind a fact is tells me which file it belongs in.

ai ai-agents knowledge-management icm agentic-engineering

May 6, 20267 min readEssay

Why I Rejected Kepano's Flat Vault

The CEO of Obsidian runs a flat vault with one folder. I run ten numbered folders. Both are right. Here is what changes when an LLM is your primary reader.

obsidian knowledge-management ai agentic-engineering icm