Verification-Driven Token-Efficient Routing Agent
One container, two tracks: a verification-driven token-efficient router (local models answer free, code verifies, only proven failures escalate) and an all-local video captioner (SmolVLM eye + Gemma stylist) sharing the same prove-or-escalate harness.