Blog
Engineering notes on models, data and operations.
Real-time detection: where the time actually goes
Breaking down the latency budget of a video analytics pipeline and why speeding up the model rarely delivers the expected gain.
8 min readFine-tuning multimodal models on industrial data
What changes when you need a strict condition check on an image rather than a generated description.
12 min readDetector metrics a client can actually read
Why average precision over a dataset is a poor predictor of satisfaction with the system in operation.
7 min readEdge inference: when it is justified
Comparing computation next to the camera with a centralized cluster by cost, latency and operational load.
10 min readDataset preparation: the stage you cannot skip
How annotator agreement caps model quality before training even begins.
6 min read