Credit where it is due · Forecast calibration & provenance
Public recognition & forecast audit ledger.
Audited public AI forecasts and security standards credited across five value dimensions.
Inspect empirical audit & Brier calibration methodology ▾
We maintain an auditable record of public forecasts about AI capabilities, security vulnerabilities, and governance milestones—checking each prediction when its horizon falls due. Here we credit external labs, standards bodies, and researchers whose work moves AI toward verifiable safety and user sovereignty.
Credited teams
12
Labs, standards & researchers
Recognition types
8 domains
Safety, open-source, disclosure
Evidence standard
Primary URLs
Direct links to specs & papers
Calibration check
Verified
Audited against dated claims
External Attribution & Forecast Calibration Loop
Public Provenance
Interactive D3.js v7 Calibration Studio · 5D Cooperative Reward Vector
Brier Calibrated
5D Value Attribution vs. 1D Speculative Profit Extraction & Brier Calibration
Epistemic Precision: 94% CIN 5D Cooperative Attribution vs. 12% 1D Speculative Profit Extraction (Stratum Brier Score: 0.068).
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