Insights
Evergreen resources for moving AI-assisted software from prototype to dependable production work.
Production readiness
How to know whether an AI-built app is ready for real users
A practical checklist for founders moving from an AI-generated prototype to users, payments, and private data.
Read moreRepository workflow
From Bolt to GitHub: owning your AI-built code
Why version control, repository history, and repeatable workflow matter once an AI builder has created the first working app.
Read moreAI engineering discipline
Manifest-guided AI development with MAID Runner
How red evidence, behavioral tests, locked manifests, and independent review keep coding agents inside the intended contract.
Read moreEducation
Learn practical AI-assisted development
AI-Driven Coder shares hands-on workflows for Claude, Codex, Bolt, Cursor, MCP, and modern software delivery with AI.
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