Controlled testing Demonstrated
Laboratory and dataset-based work identifies failure modes, tests temporal behavior and verifies implementation consistency. It is not treated as a substitute for field evidence.
Edge implementation Demonstrated
Running GUARA locally on real embedded hardware exposes compute, timing, camera, lighting and reliability constraints that desktop-only experiments do not reveal.
Field evaluation Ongoing
Evaluation in real driving conditions is required to assess robustness under vibration, changing light, long shifts and operational variability. Claims should remain proportional to the evidence actually collected.
Protocols Ongoing
Documented test protocols keep data, metrics and decisions traceable so that results can be reviewed and reproduced.
Next milestone: independent review Next milestone
Independent technical and academic review of protocols, evidence and limitations is the next validation milestone. Its purpose is to make validation auditable rather than relying only on internal demonstrations.
Evaluate GUARA in a pilot
Operational pilots, technology pilots on your hardware, integration tests and OEM proofs of concept all start with an agreed scope and success criteria.