Key Achievements and Next Steps

Key Achievements

18/18 VLM unit tests passing

8/8 Action handlers implemented

7 State machine transitions

less than 2s VLM inference time

5 FPS FR loop on the move

100% Dashboard WHEP streaming

VLM Decision

Pending Work

P0VERIFY_OBJECT — Implement object detection plus bbox (currently stub)
P0Dynamic Replan DAG — Full dashboard reflection of refined plans
P1STT State Machine — Wire Kognigate into orchestrator runtime
P1Waypoint Handler — Fix edge proxy Nav2 integration
P2VLM Resolution Testing — Benchmark different camera resolutions
P2Production Manifests — Consolidate fragmented service configs