Lab
Short experiments: question, setup, result, failure, next step.
lab
A measurable vision baseline from a data seat
UCI digits 8×8, frozen split, test accuracy: majority 10.03% vs centroid 92.48%. Not a VLM.
lab
First Physical AI notes from a data seat
Entry lab: map VLM / VLA / ROS2 / simulation. The first pixel run is the 8×8 digits lab.
lab
An automation agent with no irreversible side effects
v2, same 20 cases: classification 100%, false autonomy 15% (down from 60% in v1).
lab
Can an LLM profile a dataset without inventing stats?
Versioned A/B/C run: 8 rows, tool, extracted claims. B error = 0. Frozen trace: C = A.