Context and Control Are Different Layers
An agent needs enough context to reason and enough control to act safely. Treating them as one system hides different failure modes.
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Writing
Long-form notes on enterprise AI architecture, agent reliability, evaluation, and controlled execution.
These articles turn recurring architecture questions into reusable decision rules. The owned site is the canonical home; LinkedIn and X carry channel-native adaptations rather than identical cross-posts.
From Screenshots to Governed Tools
Agent-friendly interfaces should expose structured operations without taking the human operator out of the loop.
Read articleAn Ontology Is More Than Context
Context is the evidence available now. An ontology defines what the entities, relationships, and rules in that evidence mean.
Read articleFree AWS Builder Center Sandboxes Make Hands-On Learning Easier
AWS Builder Center removes the account and credit-card setup that often stops a workshop before the building begins.
Read articleThe Hard Part of Agentic AI Starts After the Demo
A working prototype proves possibility. Production requires a separate discipline for autonomy, reliability, security, cost, and operations.
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