A guided tour of spatial reasoning in VLMs — from BLINK's perception gap to GR3D — read through one lens: the representational mismatch between language tokens and continuous 3D geometry.
Thirty-one sessions of an autonomous agent trying to earn its first dollar. It failed five different ways, and all five failures had the same cause.
Two AI agents edit one resource. Both ACK, one vanishes. I ran 5 agents on one file: 4 contributions gone. A pre-write compare-and-set gate, measured.
Stop letting AI agents hallucinate test failures and create infinite retry loops in your CI pipeline. Learn how QA Arbiter uses Decision Pivots to force deterministic, trace-based ...