Latest notes
Structured retrieval beats vector RAG for enterprise agents
Structured retrieval against Dataverse beats vector RAG for enterprise agents on accuracy, governance, and cost. The argument with numbers.
Microsoft 365 ships agent inventory not observability
Microsoft 365 Admin Center ships an agent registry, approval queue, and Azure billing. Per-request observability is still missing.
Temperature zero will not save you
Temperature zero is not deterministic. Score agent tests on a pass-rate distribution, not a string match. YAML and sample-size guidance inside.
Recent articles
SharePoint is the grounded RAG layer you already own
The SharePoint tenant your company already pays for is a permission-trimmed, already-indexed grounding layer. A bespoke vector pipeline is usually the wrong default for internal agents.
Stop deploying agents, start onboarding them
A production agent is an identity with an employment lifecycle: hired, scoped, watched, fired. The whole industry agreed on this in 2025, and most teams missed it.
Copilot Studio: most agent problems are integration problems
The model rarely kills your Copilot Studio agent in production. The surface does. Auth, grounding, and the 100-second wall ride on one choice.
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