AnyDevice blogs
Notes from the deployment frontier.
Perspectives on taking AI from a capable model to an operational physical system.
Engineering · 8 min read
How an AI agent adds new models to our ultra-fast inference pipeline
What changes when the work of porting a new VLA/WAM into a 30 ms robot stack goes from a 3–5 day engineering task to a 2–3 hour automated run with explicit correctness and latency gates.
Deployment · 4 min read
Deployment is a system problem, not a conversion step
Why a model that works in the lab can still fail on the device that has to ship it.
Engineering · 3 min read
Validation belongs on the target device
Latency, memory, accuracy and compatibility are deployment questions, not spreadsheet assumptions.
Physical AI · 5 min read
Bringing Physical AI off the cloud and onto the machine
What it takes to move capable AI from an available service to an operational physical system.