V1 — public lab. SignalLab: raw metrics, not a score yet.

The Lab

AI Research & Engineering Lab

Hype risk · Manual

VLA

Vision-language-action demos are multiplying faster than reproducible stacks.

Why this is here

VLA is the word that ties Physical AI to agents. The word draws attention faster than published robot policies.

What I am watching

Papers, action datasets, closed-loop demos versus what runs outside a lab. A VLM that describes is not a VLA that acts.

Current read

Hype risk: vocabulary is ahead of public, reproducible evidence. No VLA run here. The Learning “exploring” node keeps the gap visible.