The Layer Where AI Stops Being a Chat
The real jump in AI utility happens when the model gains structured access to tools, memory, retrieval, and execution rather than only conversation.
Research & Analysis
Analytical reports, operational frameworks, and research notes from WBA's independent practice.
From Epistemic Debt to Epistemic Instrumentation: MCP as a Business Pattern
Organizations often keep sounding confident long after they stop knowing. MCP — implemented with safety tiers, structured errors, and audit-grade logging — can be a practical step toward epistemic instrumentation.