MAV / Field notes

What the work
keeps teaching.

Short operating notes on AI systems, architecture and the constraints that decide whether software actually holds. Written for operators and builders who need the next honest move—not another demonstration.

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AI integration / selected notes

Notes on
ai integration.

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01AI integrationAugust 14, 20266 min read

Beyond positive and negative

A sentiment demo that returns one label and a confidence score is not a production system. The useful layer names the target, the aspect, the evidence and whether the model should abstain.

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Next move / direct review

Bring the system
that is slowing you down.

If a note named the constraint you are already living with, the next step is a fit assessment—not another generic conversation.

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What the workkeeps teaching.

Notes onai integration.

Beyond positive and negative

Bring the systemthat is slowing you down.

What the work
keeps teaching.

Notes on
ai integration.

Bring the system
that is slowing you down.