deterministic

2 posts

Fuck-u-code: The Deterministic Quality Gate Your AI Pipeline Forgot

You have type checking, linting, and architecture rules. But your deterministic stack is blind to complexity, duplication, and naming disasters. Here's the $0 fix.

Let's be honest about what most AI code pipelines actually look like right now. You generate code with Cursor or Claude Code. You run because TypeScript strict…

May 23, 2026

ai-code-review guardrails cursor claude-code deterministic architecture

Why Claude Code Should Not Review Your Code (And What to Use Instead)

LLM code review is non-deterministic, slow, and misses architectural violations. Here's the O(1) guard stack that actually keeps your code clean.

A developer in my network set up Claude Code as his CI code reviewer. "Just have Claude check the PR," he told me. "It catches things I'd miss." I asked him to…

May 14, 2025