Selective

Advisory

Judgment across the path from device to agent. The work is a written review with a decision in it, not extra hands for a ticket queue.

AI engineering readiness review

A team already shipping, where agents are writing code and the contracts, reviews, or boot path are not keeping up.

A written judgment of where generation is safe, where a human gate stays, and which stack choices are making the model guess.

A firmware, service, or full-stack tree that should take a contract-first loop without a rewrite.

A bounded plan: the contract to freeze first, the modules an agent may generate, and the checks that have to pass before it merges.

A device product whose control plane and media plane keep getting tangled
Firmware, protocol, or service code an agent is about to rewrite without a contract
A team that wants the generation loop and still wants a human gate on acceptance

Email the constraint, the codebase shape, and the decision you need. Scope stays selective. There is no public rate card.