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5.8 Outcome → input loop

5. Workflow / PL5-outcome-input-loop

5.8 Outcome → input loop

production / canary metrics from a deployed change *automatically generate* the next decision: deprecate, expand, A/B continue. Closes the FSD loop


Levels

Level 0

Canary results read manually if at all

Level 1

Metrics visible, decisions still manual

Level 2

Metric thresholds trigger automated next-cycle tasks (deprecate / promote / extend experiment)

Level 3

Decision quality improves — system learns which canaries predict success vs. false signals; thresholds auto-tune


Recipes that advance this criterion