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Section E · The Practice Loop
TimeMachine
Configuration management for safely publishing and rolling back AVO formula settings — Datapoint weights, pillar weights, platform weights in VS, and score bands. Works like a GTM publish flow: stage a set of changes with a comment, publish atomically, with the full config state snapshotted before and after for instant rollback. DP weights, pillar formula parameters, and scoring thresholds can be tuned without code deployments. Historical measurements are unaffected — they used the configuration weights that were active when they ran.