TrialONE
About

Two founders, honest about what's real.

Early access. Two founders (TUM / LMU). Every number on this page is measured and reproducible — where we are weak, it says so.

A robot fault costs the same hour twice: once to notice something is wrong, and again to find out which of two hundred channels is telling the truth about it.

Self-tests only catch what someone thought to name in advance. The faults that stop a fleet are the ones with no name — a driver leaking DMA mappings, a clock stepping backwards, a gear ratio off by a factor nobody wrote down.

We split the work the way it actually divides: deterministic maths decides whether something is anomalous, and an agent that can read your channel names decides what it means. Neither half works alone.

status legend
  • nowRuns today, measured on real recordings.
  • measuredA number we reproduced — the method is written down.
  • not yetNamed because it is missing, not because it is coming soon.
The founders

Two builders, honest about what's real.

Harwin Singh Malhi
Harwin Singh Malhi
Co-founder · AI & systems · LMU

AI systems and agentic workflows. Builds the detection engine and the agent layer that reads arbitrary channel names.

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Philip Degenhardt
Philip Degenhardt
Co-founder · Aerospace · TUM

Aerospace and CAD at TUM. Builds ingestion, the live ROS 2 path and the robot-side deployment.

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