Maintenance proof
Operators Library changelog
Meaningful product and content changes—not a fabricated release history. Evergreen economics are not stamped with arbitrary review dates.
Research implementation and Campaign Decisions
- Unified the paid, public and homepage Campaign Decision logic
- Expanded the public test diagnostic to five evidence-led outcomes
- Added break-even economics, contamination checks and review conditions
- Rebuilt homepage proof around five genuine read-only product surfaces
Public credibility review
- Calibrated deterministic public-blog heuristics
- Removed retired free Discord promotion
- Added selective review metadata for platform, tool and policy-sensitive content
Course coherence pass
- Standardized Hold, Iterate, Kill, Scale and Not Enough Evidence
- Aligned calculators, FAQs, diagrams and glossary language with evidence-led decisions
Currently reviewed platform-sensitive surfaces
- set-up-your-campaign — Meta campaign workflow and evidence language; last reviewed September 2026
- read-your-data — Meta reporting and funnel interpretation; last reviewed September 2026
- kill-or-scale — Campaign Decision rules and five-outcome vocabulary; last reviewed September 2026
- protect-your-ad-account — Account and policy-sensitive workflow; last reviewed September 2026
- tools — Third-party tool descriptions and stage guidance; last reviewed September 2026
- kill-or-scale-public — Public diagnostic logic and evidence calibration; last reviewed September 2026
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