AI Playbook
GitHub: Stackbilt-dev/ai-playbook · MIT
Part of the Stackbilt ecosystem. Distilled from 70+ real-world projects. Frameworks for thinking with AI — not just talking to it. Practical drop-in assets for Claude Code users and anyone building with LLMs.
Contents:
- 11 reasoning frameworks
- 8 Vibecoding philosophical archetypes
- 47 task prompts
- 12 Claude Code skills
- 3 CLAUDE.md templates
Quick Start
Option A — drop a Claude Code skill into your project:
mkdir -p .claude/skills/adhd-optimize
cp ai-playbook/claude-code/skills/adhd-optimize.md .claude/skills/adhd-optimize/SKILL.md
# Then use: /adhd-optimize "Your verbose prompt here"Option B — upgrade your CLAUDE.md:
cp ai-playbook/claude-code/examples/claude-md-adhd.md CLAUDE.mdOption C — paste a framework into any AI conversation:
🎯 TASK: Implement user auth
📋 CONTEXT: Cloudflare Workers, JWT, D1 database
✅ OUTPUT: Working auth middleware with tests
⚠️ CONSTRAINTS: No session storage, stateless onlyThat’s the ADHD Prompting Framework — works in Claude, GPT, Gemini, anywhere.
The Vibecoding System
Eight archetypal personas, each a fusion of 3+ wisdom traditions. Not prompt templates — philosophical lenses that change how the AI thinks.
| Archetype | Essence | Fused from | |
|---|---|---|---|
| 🏰 | Clarity Architect | Structural simplicity | Stoic Guardian + Occam’s Minimalist + Cognitive Load Theory |
| 🪞 | Direct Mirror | Immediate insight | Zen Mirror + Phenomenological Observer + Mindful Observer |
| 🎵 | Flow Director | Dynamic harmony | Jazz Director + Flow Guide + Wabi-Sabi Craftsperson |
| 🧱 | Truth Builder | Foundational rigor | First Principles Architect + Empiricist + Falsification Challenger |
| 🔮 | Pattern Synthesizer | Holistic integration | Systems Synthesizer + Pattern Analyst + Gestalt Weaver |
| 🦉 | Wisdom Guide | Ethical integration | Confucian Guide + Circle Keeper + Prudent Synthesizer |
| 📐 | Creative Organizer | Aesthetic function | Bauhaus Architect + Swiss Information + Ma Gardener |
| 🧭 | Purpose Seeker | Authentic discovery | Sufi Seeker + Existential Clarifier + Socratic Investigator |
How to pick: Choose what resonates, not what sounds most useful. Combine two for complex problems.
| Situation | Recommended |
|---|---|
| Technical complexity | Truth Builder + Pattern Synthesizer |
| Creative exploration | Flow Director + Purpose Seeker |
| Overwhelming information | Clarity Architect + Creative Organizer |
| Unclear objectives | Direct Mirror + Wisdom Guide |
| Ethical considerations | Wisdom Guide + Purpose Seeker |
Claude Code Skills
Drop-in Charter-compatible skills for common workflows. Copy a SKILL.md into .claude/skills/<name>/ and invoke with /<name>.
Available skills include: adhd-optimize, code-review, spec-writer, refactor-plan, debug-session, pr-description, test-writer, doc-writer, arch-review, context-builder, commit-helper, and scope-check.
Reasoning Frameworks
11 structured frameworks for common AI interaction patterns. Each is designed to be pasted directly into any AI conversation — no tooling required.
The ADHD Prompting Framework is the flagship: 🎯 TASK / 📋 CONTEXT / ✅ OUTPUT / ⚠️ CONSTRAINTS. Forces clarity on both sides of the conversation and dramatically reduces hallucinated requirements.
Who This Is For
- Developers using Claude Code who want to apply consistent reasoning patterns across projects
- AI-curious practitioners building prompting habits from first principles rather than tip lists
- Teams standardizing on shared frameworks for AI-assisted work
The playbook is opinionated and practice-tested. If a framework hasn’t worked in production, it’s not here.