Controlled technical testing
Laboratory and dataset-based work is useful for identifying failure modes, testing temporal behavior and verifying implementation consistency. It is not treated as a substitute for field evidence.
Embedded implementation
Running the system on actual Edge hardware exposes compute, timing, camera, lighting and reliability constraints that are not visible in desktop-only experiments.
External review
Academic and technical review can provide independent scrutiny of protocols, evidence and limitations. The goal is to make validation reproducible and auditable rather than relying only on internal demonstrations.
Field validation
Instrumented real-world testing is required to evaluate robustness under vibration, variable lighting, real driving and operational variability. Claims should remain proportional to the evidence actually collected.
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