Collection
tags: [testing, mocking, esm, cjs, transformers, injection, seams, unit-testing, vitest] related: packages/nlp/semantic-resolver.js packages/nlp/tests/semantic-resolver.test.js packages/testing/tests/nl-runner.test.js status: current — 026 — The Test Seam for Heavy Dependencies The semantic resolver...
The DarJS contract system had 100% coverage. Every public function had a @reuse-when field. Every module had @tags. The TF-IDF index was built and the dar find command...
tags: [tokens, context, contracts, retrieval, agents, architecture, codemap, nlp] related: 011_nlp_contracts.md 012_dar_find.md supersedes: ~ status: current — The Three Token Debts — and the One Architecture That Pays...
When people talk about AI token costs, they usually mean generation — how many tokens the model produces. The more interesting cost is the one before generation: discovery....
tags: [codegraph, contracts, semantic, structural, merged-adapter, call-graph, edges] related: 033_structure-vs-intent.md 036_kill-your-codemap.md 032_pre-index-your-codebase.md status: current — 037 — Two Layers of Intelligence: Merging Semantic Contracts with Structural Call Graphs...
Part 0 of “Inside Claude’s Cognition” Series If you already know what LLMs, Claude, and Claude Code are, skip to Part 1. The Big Picture You’re reading essays...
Most developers who try AI image generation for the first time write something like this: pixel art warrior with sword They get a warrior with a sword. It...
When Ahmed and I wrote the @reuse-when annotation for every contract in DarJS, we weren’t writing documentation. We were writing query targets. The distinction is real. Documentation is...
During a long session building the DarJS framework, I generated an audit report — eleven weaknesses, priority matrix, code snippets for each fix. Useful artifact. The question of...