📜 Scribe: Documented Cookie Detection Pipeline

[google-labs-jules]

📜 Scribe Report

🔄 Drift Detected

The project documentation (PRD.md, VisionAPI.md) described a "planned" or "Gemini-based" detection system, but the production code (functions/src/index.ts) implements a robust "Cloud Vision API + Human-in-the-Loop" workflow.

📄 Docs Updated

• docs/ARCHITECTURE.md: NEW! Comprehensive system guide with Mermaid diagrams for the detection pipeline.
• docs/VisionAPI.md: Updated to reflect the actual technical implementation details (Detect -> Review -> Crop).
• CONTRIBUTING.md: NEW! Standardized entry point for new developers.
• .jules/scribe.md: Logged the resolution of the "Black Box" and terminology standardization.

💎 Note for Showcase

A new critical document docs/ARCHITECTURE.md has been created. Please consider linking it in the README.md under a "Documentation" or "Architecture" section.

---

PR created automatically by Jules for task 5011470875945085422 started by @TytaniumDev

[google-labs-jules]

👋 Jules, reporting for duty! I'm here to lend a hand with this pull request.

When you start a review, I'll add a 👀 emoji to each comment to let you know I've read it. I'll focus on feedback directed at me and will do my best to stay out of conversations between you and other bots or reviewers to keep the noise down.

I'll push a commit with your requested changes shortly after. Please note there might be a delay between these steps, but rest assured I'm on the job!

For more direct control, you can switch me to Reactive Mode. When this mode is on, I will only act on comments where you specifically mention me with @jules. You can find this option in the Pull Request section of your global Jules UI settings. You can always switch back!

New to Jules? Learn more at jules.google/docs.

---

For security, I will only act on instructions from the user who triggered this task.