Capabilities

Agentic systems and tool calling.

Agents that answer only through verified tools: schema fetched before any filter is built, arithmetic computed in code and narrated by the model, multi-agent orchestration over MCP.

Tools-only grounding structurally eliminates hallucinated values. It is the difference between an agent that sounds right and an agent that is right.

Claims backed by links

The evidence.

ProofAgentic systems and tool calling

One tools-only interaction contract hardened across four government engagements

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ProofAgentic systems and tool calling

Always-on multi-agent system over MCP with graduated autonomy, running daily on my own machine

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ProofAgentic systems and tool calling

Privacy-constrained schema inference feeding a grounded monitoring agent

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The first step

Twenty minutes. You describe where AI is stuck.

You leave the call knowing whether I can help, roughly what it would take, and what it would cost to find out for sure. If I am not the right person, I will say so on the call.

The 20 minutes, in order

  1. You talk first. Where AI is stuck, what has been tried, what it costs today.
  2. I answer plainly. Whether I can help, and what I would look at first.
  3. You leave with a next step. An audit scope, a pointer elsewhere, or a clean no.

Before you book

  1. Your stack is not too messy to start. Messy is the normal starting condition.
  2. Training that does not survive the week is the normal outcome. These sessions build on your backlog and ship something real.
  3. You do not need budget approved to take the call. You need it approved to start step two.
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