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.
Moats of Context Blog
Opinionated views on context, AI-agent usage, durable value, and the judgment needed to decide whether generated work is actually good.
Latest Posts
Drift Is Contextual Tech Debt
Vibe coded systems often drift because the context guiding future changes falls out of sync with the code.
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.
Evergreen Notes
AI Resistance Signals
A practical lens for judging whether a SaaS product can be replaced or bypassed by AI agents.