Why I refused to build a database for TimeSync
Most tools collect data by default. TimeSync doesn’t. Here’s why going stateless was cheaper, safer, and better UX for a utility app.
Most tools collect data by default. TimeSync doesn’t. Here’s why going stateless was cheaper, safer, and better UX for a utility app.
SR-SI V2 is live: 106x Token Coherence improvement, near-zero marginal upkeep through agent-operated maintenance, and new findings on functional identity over long-running workflows.
“Prompt engineering” is mostly a clarity problem. AI doesn’t need special syntax — it needs clear intent, outcomes, and constraints, like any teammate.
Shrinking a monolithic index into a navigation hub plus scoped sub-indices reduced context overhead and improved coherence. The AI didn’t get smarter — the memory architecture did.
Better specs don’t fix AI projects. Context decay does. SR-SI compresses architectural memory into a shallow index the AI consults and maintains to prevent drift.
General AI is stateless by design. The durable moat is structural memory — a system that reconstructs context on demand and compounds coherence over time.