Alloy Robotics raises $8M to debug robot fleets

Alloy Robotics has raised $8 million at an $80 million valuation for AI agents that analyze fleet logs, telemetry, video, sensor data, and engineering context to diagnose robot failures. The funding release says the Sydney startup, founded in 2025, has raised about $10.5 million in total; the operator signal is that physical-AI teams are funding the debugging layer around the robot, not only the policy model, a practical extension of the sim-to-real reliability gap already documented in robotics.