Case study
Edge AI Prototyping Bench
Unfinished experiments running small models closer to sensors — intentionally incomplete.
Status: experiment
Edge AIESP32Prototype
Problem
Cloud-only inference adds latency and cost for simple edge decisions.
Idea
Test tiny models and heuristics on-device before committing to a product path.
Hardware
Dev boards, cameras/mics as needed, constrained MCU targets.
Software
Notebooks, firmware sketches, rough evaluation scripts.
Architecture
Sensor → tiny model/heuristics → local action or escalate to cloud.