pupila-ai-review

How the AI per-job review pipeline works in this repo — generating verdicts via local LLM CLI, parsing markdown-fenced JSON, the candidate brief lever, and the AI Apply tailored-package flow. Use when modifying src/ai-review.ts, src/lib/ai-apply.ts, tuning verdict prompts, debugging review output, editing the candidate brief, or wiring a new LLM provider.