CodeMake your AI write code that fitsTeach your AI your codebasedoloop writes your codebase's own conventions into AGENTS.md, CLAUDE.md, and Cursor — so your AI writes fitting code from the first token.Check the committhe deterministic backstop: catch any AI change that still breaks a rule Merge with confidencewhy AI code that compiles and passes tests still doesn't fit Read any reposee how a repo you've never opened works, in a minute doloop decorationswhere to look, painted into VS Code and Cursor Security rulesthe universal injection sinks, caught deterministically Legacy modernizationhand the AI the safe parts, keep your architects on the risksLoopsA loop for every kind of AI outputAll the loopsEvery kind of output your AI produces, each closed by its own deterministic loop.Codecheck an AI change against your codebase's own conventions Answer engineanswers from your own content, or it refuses, never invents Documentspull tables and numbers out of a PDF, every cell tied back to the page Writingcatch AI filler, hedging, and padding in proseDefensive engineeringThe platform, and the proofDeterministic gates for AI outputThe whole approach in one page: why a reproducible check beats an LLM reviewing itself.Model risk · SR 26-2why a rule-based check sits outside the model-risk regime The evidencethe studies, and the honest nulls, behind every claim AI Code Barometerconvention rates read live across millions of public files The methodhow the inference works, end to end Answersthe questions a skeptic asks first Lattice Coder patternthe theory behind why fluent AI code is silently wrongPlayground Dashboard

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