Site discovery combines traffic engineering, civil and electrical survey, radio assessment, privacy mapping and maintainability review. The team records lane geometry, approach speeds, turning movements, occlusion sources, pedestrian desire lines, likely camera mounting points, sun angle, headlight direction, drainage, vegetation, dust, night lighting, grid behaviour, solar exposure, cabinet access and safe maintenance positions. A camera schedule states lens, field of view, mounting height, shutter and illumination assumptions rather than treating “camera coverage” as one requirement.
Perception design begins with the decision the system must support. Class definitions include inclusion and exclusion rules, difficult examples and the consequence of a miss or false alert. Local data is sampled across day, night, rain, dust, glare, congestion and free flow; labels pass documented quality review; and train, validation and field-acceptance sets are separated by site and time to reduce leakage. Reports show precision, recall, confusion and false-alert behaviour by class, condition and site, with an explicit review queue for uncertain cases.
The edge runtime is sized to a declared inference budget. Candidate models are profiled on the target accelerator, then pruned or quantised only after the team checks which classes lose performance. Frame sampling, region-of-interest processing and staged models can trade compute for decision latency. Model artefacts are signed, versioned and deployed over the air through a canary group, with compatibility checks, health signals and automatic or operator-approved rollback to the last accepted version.
Disconnected behaviour is a first-class state. The unit continues authorised local detection, ranks evidence by consequence and expiry, stores manifests separately from media, and exposes buffer pressure. A sizing model accounts for event rate, evidence-package size, retransmission and reserved headroom. On link recovery, critical evidence and control messages move before analytical aggregates; acknowledgements are durable; duplicates are safe; and operators can see the oldest unsynchronised item at each site.
Physical resilience is designed against the actual envelope. The power budget includes cameras, illuminators, compute, communications, cabinet cooling and battery conversion losses across expected operating modes. Solar and battery options are sized to the approved autonomy case. Thermal design considers solar gain and dust-clogged airflow. Surge protection, earthing, tamper sensing, secure fixings, replaceable modules and an access log treat lightning, theft, vandalism and vegetation growth as routine engineering constraints.
For any enforcement use, the system creates an evidence object rather than a screenshot. A capture hash, device identity, signed manifest, timestamp quality, model or rule version, calibration reference and custody events travel together. An authorised operator reviews the evidence before a penalty is issued, and the back office preserves the material needed for a documented challenge or appeal. The mandated authority—not Wavelink or another supplier—sets the offence policy, approves enforcement, determines disclosure and decides the case.