🧪 AI Development Hub¶
This hub organizes cross-cutting themes (separate from model/vendor guides under generative-ai/*). It consolidates duplicates and defines canonical/redirect policies.
🧱 Foundations / Methodology¶
- Foundations (LLM practices & principles): llm-programming-guide.md, ai-coding-tools-practical-implementation-2025.md
- Methodology / Culture (org, quality, operations): methodology/index.md
🎯 Selection by Use Case¶
- Process modernization & quality (teams/org)
- See: methodology/index.md
- Examples: agile quality, KPIs, automated checks
- Agent development (PoC → production)
- See: agentic/index.md
- Examples: evolution/trends, practical deep dive, production
- Day-to-day AI coding practice
- See: practices/index.md
- Examples: Copilot/Claude collaboration, implementation patterns
- Site automation / voice input
- See: automation/index.md
- Examples: GitHub Actions, Whisper, Pages operations
- Safety & audit readiness
- See: security/index.md
- Examples: transcription risks; upcoming: prompt injection
- Hiring, upskilling, evaluation (skills)
- See: skills/index.md
- Examples: engineer philosophy, learning & maturity models
🔀 Boundary with generative-ai/methodology¶
| Topic | generative-ai/methodology (model/vendor-oriented) | ai-development (cross-cutting/ops) |
|---|---|---|
| Culture/Change | Value shifts, vendor showcases | Team procedures, KPIs, standard templates |
| Prompting | Model-specific tips | Generic patterns, evaluation metrics |
| Agent build | Claude-specific APIs | Shared architecture, naming, consolidation |
| Test/Quality | Model update caveats | LLM-aided tests, evaluation automation |
| Security | Model-side constraints | Injection/leak prevention, audit |
| Skills/Roles | New roles overview | Roadmaps, maturity models |
📌 Quick Links¶
- Methodology/Culture: methodology/index.md
- Agent Development: agentic/index.md
- LLM Practice Patterns: practices/index.md
- Automation/Voice: automation/index.md
- Security: security/index.md
- Skills: skills/index.md
Updated: 2025-08-27