VibeCoders Playbook

Reference-Driven Delivery

Use high-signal links to design better and explain better

This page turns the shared reference catalog into an operational guide. Use it to support design quality, implementation confidence, and clearer explanations in PRs, docs, and agent handoffs.

How to use

Practical link-selection workflow

Task objective Primary categories Expected output quality gain
UI redesign or UX clarity Frontend + UI / Design Inspiration Stronger visual direction and more intentional layouts
API, backend, and contracts Node.js, Java/Spring, Python, APIs & Protocols Cleaner interfaces and fewer integration regressions
Reliability and release hardening DevOps / CI-CD + Observability + Testing Better deploy safety and faster failure diagnosis
Security and trust boundaries Security + Architecture Reduced exposure risk and stronger review depth
Prompt quality and explanation quality Prompt Engineering + Token Optimization More precise outputs with lower context waste

Source of truth

Complete catalog for agents

The full curated list used by agents is maintained in .ai/.agents/reference-links.md. Keep this page focused on high-signal entries and use the full catalog for deeper, objective-specific research.

For best results, pick one objective, select one or two categories, and cite those sources directly in your implementation notes and handoff evidence.