Drift Is Contextual Tech Debt
Vibe coded systems often drift because the context guiding future changes falls out of sync with the code.
Posts
Longer-form essays on AI agents, product strategy, context, and quality judgment.
Monorepos Pool Context
For AI-assisted development, a monorepo can be useful because it pools related project context in one visible, versioned place.
Codex Usually Does Not Need Memory
Persistent AI memory should be turned on for a clear reason, because repo context is often a better source of truth for Codex-style software work.
Is AI-Generated Code Copyrightable, and Does It Matter?
AI makes code easier to regenerate, so the durable value is less often the code itself and more often the context, data, trust, and execution around it.
Good, Fast, Cheap, and the AI Agent Tradeoff
AI agents make fast and cheap easier, but they make human judgment about what counts as good more important, not less.
Astro First for AI-Managed Sites
Why this proof of concept starts with Astro instead of a more opinionated digital-garden generator.
Is Your SaaS Resistant to Being Replaced by AI Agents?
A practical framework for evaluating whether a SaaS product can survive when customers use AI agents with their own data and context.