Selected work
Applications built around data, human review and operational context. See what was implemented, why it was difficult and how the pieces fit together.
Crop parcels, satellite indices and seasonal history, brought together in an agricultural mapping application.
Explore regional patterns, inspect a parcel’s history and compare selected years without losing the crop, season or map position.
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A retail workspace connecting shelf recognition, product review, a structured catalog and linked price history.
Move from a shelf image to a proposed SKU, inspect its reference, correct the match and follow the product’s recorded price context.
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Camera setup, scene rules, tracked events, matched evidence and fleet health in one traffic analytics application.
Configure a camera’s task, inspect tracked events, follow matching proof and distinguish a reachable camera from one that is actually being processed.
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Engineering stories
Project stories describe implemented software. Tutorials explain a technique and its tradeoffs; they are presented separately from client deployments.
An implementation walkthrough for adapting a vision-language model to a text-recognition task.
Read the storyConnect embedding training, preprocessing and retrieval evaluation to the question your search needs to answer.
Read the storyDataHub connects image-relative shapes, SAM proposals, revision-aware saves and recoverable source transforms.
Read the storyMaterialized versions, explicit negatives, format-specific exports and worker claims connect reviewed data to experiments.
Read the storyExplore an existing product or plan a technical partnership around your own workflow.
