Guides edge and tactical autonomous systems—perception-planning-control under latency and safety
constraints; behavior trees/state machines vs learned policies; human-on-the-loop; geofencing,
no-strike rules, mission abort; sim and field testing; ROS2/middleware patterns; sensor fusion;
degraded modes; autonomy audit logging. Use for UAS/autonomous stacks, safety rules, HITL,
sim-to-field validation, fail-safe—not LLM products (ai-engineer), LLM red team (ai-redteam),
safeguard serving (ml-infrastructure-engineer-safeguards), governance only (ai-risk-governance),
MCU firmware without autonomy (embedded-real-time-software-engineer), plant PLC/DCS
(control-software-develope…
