THINKING OUT LOUD

Notes from
the workbench.

A future home for practical lessons, questions, and ideas about AI engineering. I'm more interested in sharing what I learn than pretending to have all the answers.

COMING TO THE NOTEBOOK

Topics I'm exploring.

These are planned topics, not published articles. I'll add links when the writing is ready.

01
PLANNED

What image similarity misses: thinking beyond embeddings

How multiple signals can contribute to a more useful understanding of visual evidence.

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02
PLANNED

Designing retrieval systems that are easy to evaluate

A hands-on exploration of the choices behind practical retrieval-augmented applications.

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03
PLANNED

From research prototype to dependable AI pipeline

Thoughts on interfaces, failure modes, and making model behavior easier to reason about.

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UNTIL THEN

Explore the work.

There's already a detailed case study on how vision-language models and image forensics can complement one another.

Read the case study