Cruce Saunders
Coherence: meaning survives many handoffs
A request inherits terms the estate holds. When the meaning survives every mapping, that is coherence. The full essay, with figures, is a free download.
Cruce Saunders
An Agent-Ready Schema Library for Reliable AI
Versioned schemas give AI agents authoritative definitions to consult before generating, reducing drift, failed payloads, and broken integrations.
Cruce Saunders
Structured Context Retrieval: Your Content Had Structure. Your Retrieval Pipeline Threw It Away.
Your content had structure. Your retrieval pipeline threw it away. SCR retrieves components, not chunks — the accuracy gap is measurable.
Cruce Saunders
The Stranger Problem: Why AI Agents Need Runtime Semantic Negotiation Before They Can Trust Each Other
AI agents can exchange data but cannot yet verify shared meaning. Learn why the Stranger Problem is the next major challenge for trustworthy multi-agent systems