LuisHiluy

Structured diagnostic runbook for broken AI media pipelines. Walks through symptom → root cause → fix for generator auth failures, stale worker locks, review-app crashes, MCP auth errors, rate limits, and corrupted state files. Use whenever generation jobs fail, workers stop picking up tasks, generated output looks wrong, review tools break, MCP servers error, or any multi-component failure happen

Run CLIP-based quality scoring on AI-generated image frames against configurable thresholds. Returns a GOOD / PASS / FAIL verdict with per-metric breakdown (prompt match, character similarity, palette match, composite). Use whenever the user generates an AI frame and needs objective quality feedback, says "verify", "check quality", "CLIP score", "does this pass", "score this frame", "is this good

Analyze an AI-generated video clip against the prompt that produced it. Detects canon rule violations, emotion/energy/world mismatches, palette drift, and quality issues, then suggests specific prompt fixes to improve the next generation. Use whenever the user has a Veo, Seedance, Kling, Runway, or other AI-generated clip and asks "why does this look wrong", "check the clip", "check this clip", "p

Close the AI media iteration loop autonomously. Generate → verify via quality gate → auto-regen items below threshold → build composite → commit → notify. Use whenever the user finishes a generation batch, says "go", "go loop", "ship it", "close the loop", "run the loop", or asks to automate the generate-verify-regen-commit cycle for AI images or video. Even when the user just says "finish this ba

On-demand write protection for approved files during final assembly, implemented via Claude Code PreToolUse hooks — a rare working example of hook-based file guards. Use when the user enters a final-assembly phase, wants to freeze approved work, or says "lock scenes", "protect these files", "freeze approved", "/lockscenes", "add a write guard", or asks how to temporarily block edits during a criti

Batch-generate 2x2 contact sheet grids via the Nanobanana MCP (Nano Banana / NB2 / Gemini Image) for AI media pipelines. Handles prompt cleaning, up to 3 reference images per call, parallel batch orchestration, and generation logging so prior runs inform new ones. Use whenever the user asks to "generate frames", "run NB2 batch", "regen scenes", "generate contact sheets", "make grid variants", "bat