Every Token an Iceberg
Inference workloads now account for 80% of AI compute spending. The hierarchy in tokens is no longer about information density—it’s what happens when the token leads somewhere wrong.
Verification
Model-Adjacent Products, Part 3: Quality Gates
Model outputs are hypotheses that need verification pipelines to catch errors before users do.