Sagar Patel

Constraints

• No internet dependency during delivery or install.
• Updates had to prove authenticity before any state changed.
• A bad release had to roll back automatically without operator intervention.

Constraints

• Edge devices had limited resources and noisy telemetry.
• The system had to preserve pre-incident context automatically.
• Bundles had to be portable so engineers could replay failures elsewhere.

Constraints

• Low-latency control mattered more than raw model size.
• Demonstration data had to stream fast enough to finish training in time.
• The workflow had to stay useful for both teleop and diagnostics.