Section 175 · Chapter 21, Predictions for the Tokenized Product Future
Prediction 1: Validation Becomes the Compute Sink
When generation becomes cheap, validation becomes the expensive part of engineering.
monitoringtrace1 validation becomes compute sink
What to do
- Treat validation compute as product infrastructure.
- Define runnable checks that exercise monitoring, trace, and 1 validation becomes compute sink.
- Set acceptable outcomes and blocker failures for monitoring, trace, and 1 validation becomes compute sink before running the evaluation.
Evidence to preserve
- Preserve the inputs, versions, configurations, raw outcomes, and results for monitoring, trace, 1 validation becomes compute sink needed to reproduce work on Prediction 1: Validation Becomes the Compute Sink.
- Report results for monitoring, trace, 1 validation becomes compute sink by relevant slice, separate blocker failures from averages, state uncertainty and blind spots, and connect the result to a release decision.
Expert note
Treat validation compute as product infrastructure. Budget it by risk, uncertainty, and business value instead of letting every generated candidate receive the same shallow check.
Continue the conversation
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Cite this page
Jason Arbon. "Prediction 1: Validation Becomes the Compute Sink." Testing AI Knowledge Edition, section 175.
https://jarbon.ai/testing-ai/knowledge/ch175-1-validation-becomes-compute-sink.html