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.

Discuss a system

AuthorOussama Zeddam

Notes1 published

Last noteAug 14, 2026

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Catalogue / latest first

The current
record.

One note so far. Each note names a production constraint, the evidence behind it and the operating rule it produced.

Featured / AI integrationAugust 14, 20267 min read

Bridging the AI Demo-to-Production Gap: A Sentiment Analysis Case Study

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.

Informed by production work for

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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.

Discuss a system Work with me

What the workkeeps teaching.

The currentrecord.

Bridging the AI Demo-to-Production Gap: A Sentiment Analysis Case Study

Bring the systemthat is slowing you down.

What the work
keeps teaching.

The current
record.

Bring the system
that is slowing you down.