Latest Thinking

Intelligence, infrastructure, and the systems underneath the decisions that matter.

Intelligence Insights

Abstract network topology with agent nodes and dependency pathways on a dark field, cobalt and amber accents

DataWell Is the System Intelligence Layer for Cisco's Internet of Agents

DataWell maps the causal topology beneath agentic cooperation, the layer underneath the AGNTCY foundation that reveals how connected agents behave. Cisco's Outshift division featured DataWell in its AGNTCY Builders Blog.

Jun 16, 20266 min read

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decision intelligence

Decision Intelligence Is Not Enough. You Need Decision Trust.

Decision Intelligence tells you what to decide. Decision Trust ensures the data behind that decision can actually be trusted. Here is the difference and why it matters.

Feb 27, 20262 min read

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AI evaluation

If You Are Not Evaluating Your AI, You Are Flying Blind

AI models degrade silently. Decisions built on degraded models cost real money. Eval systems are how you stay in control.

Feb 27, 20262 min read

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algorithm development

The Math Behind AI You Can Actually Trust

Most AI fails not because the model is wrong but because the math underneath it was never built right. Here is what building it right actually looks like.

Feb 27, 20262 min read

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