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Journal

Does Graphify Actually Cut Token Usage?

RB-000707.12.2026

I committed a 15 MB knowledge graph and forced every agent to consult it before reading code, on the promise it would save tokens. So I ran a controlled test on a real task. It saved about 5%—but only by returning a worse, incomplete answer. Here is what I measured and why I pulled the whole thing out.

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Project

From Scattered Markdown to a Single /specs Directory

RB-000306.16.2026

How I'm rebuilding my coding workflow around one /specs directory—complete architecture, a feature directory, an implementation roadmap, and a few RFCs—borrowing how the Claude team writes specs, with Coolify or Cloudflare Pages + Workers handling preview deployments.

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