Evidence infrastructure for autonomous systems

Autonomy needs evidence.

PAMIR reconstructs what happened. Deterministic post-mission incident reconstruction for mission-critical autonomous systems.

Explore PAMIR →
01 / INGESTSource telemetry
02 / RECONSTRUCTDeterministic processing
03 / EVIDENCEInspectable artifacts
04 / REPLAYReproducible result
The mission

When an autonomous system behaves unexpectedly, the question is not only what failed. It is what the evidence can prove.

PAMIR converts telemetry into a reproducible evidence chain for engineering, validation and post-test forensic reconstruction.

Autonomous system, Helsing media asset
Mission-critical autonomy

Built for systems that have to hold up under scrutiny.

Air, land, maritime and critical autonomous platforms produce complex telemetry. PAMIR sits after the mission — reconstructing events without becoming part of vehicle control, targeting or engagement.

See the evidence engine →
Visual: Helsing Media Kit / HX-2. Used unaltered with credit.
PAMIR Evidence Engine

Reconstruct the incident, not the story around it.

Source telemetry → deterministic processing → generated artifacts → validation result → reproducible replay.

PAMIR / INCIDENT RECONSTRUCTIONEVIDENCE STATE / INSPECTABLE
FIRST DEVIATION / EVIDENCE MARKER
01TELEMETRY
02DEVIATION
03CHAIN
04QUALIFY
05REPLAY
CA-1 Europa
Air / autonomous systems

Evidence across complex flight systems.

Telemetry-observable incident chains, qualified claims and replay.

Visual: Helsing Media Kit / CA-1 Europa. Used unaltered with credit.
HX-2
Land / field autonomy

Post-test reconstruction for autonomous platforms.

Sensor, state, timing and actuator evidence after the mission.

Visual: Helsing Media Kit / HX-2. Used unaltered with credit.
Validated with real incident data

Evidence over assumptions.

BASELINE / 0.1

Frozen and reproducible

Public incident and healthy/control corpus with a preserved baseline.

BASELINE / FROZEN
HOLDOUT / 001

Blind public holdout

Deviation detected. Root cause not ground-truth confirmed.

DEVIATION DETECTED
EXTERNAL / 001

Counterexample retained

Software-hardfault root remained outside telemetry-only reconstruction scope. No forced pass.

BOUNDARY RETAINED
5public incident ULogs
3healthy/control ULogs
001blind public holdout
v0.1frozen baseline
Institutional / pilot

Bring us a real autonomy problem.

Technical validation · Pilot programmes · Research collaboration

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Background visual: Helsing Media Kit / CA-1 Europa. Used unaltered with credit.