- meta_ads_client: filter currently-paused ads from analysis (they have historic spend in the window but shouldn't get PAUSE recommendations) - run.py: fetch both 3d and 7d ad metrics; merge cpl_3d/cpl_7d into each ad - agent.py AD_SYSTEM: base PAUSE on 7d window (more stable for low-volume ads); treat high cpl_3d with acceptable cpl_7d as statistical noise - slack_notifier: campaign header shows yesterday's spend/leads explicitly; ad table shows CPL(3d) and CPL(7d) side by side; labels include time period Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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