September 16, 2026 · AI data governance
Embodied learning needs a data ledger, not just a model card.
“Skild AI unveils S1 robot foundation model that learns tasks from video demonstrations”
Where this question is tracked, measured or taught
Embodied AI Data Ledger
Who records the hours a robot learns from, what standard governs them and what the law lets a maker do with them, with each figure marked verified, reported, announced, absent or open.
Open Embodied AI Data LedgerThe fight: AI data governance
Every AI lawsuit, fine and consent fight comes back to data: what was collected, whether the people in it agreed, whether it may cross a border and whether a model may be trained on it. Headlines report the volume or the penalty; the governing question is which law applied and whether the decision was documented. GAGE teaches AI data governance as that decision record and keeps the public record of what vendors do with what they hold.
The lane’s home on GAGE: Certified AI Data Governance Professional (CADGP)
More rulings on AI data governance
- Training data volume is not data quality.
“Taiwan’s AI training data triples under ministry’s efforts” Taipei Times · September 16, 2026
- Dishonesty claims deserve scrutiny, not reflexive defense.
“A second mathematician is accusing OpenAI of being dishonest about its AI training data” qz.com · September 15, 2026
- Hiring developers is not the same as governing their data.
“How To Hire AI Developers For Machine Learning Projects” tech-insider.org · September 15, 2026
- Copyright disputes are becoming AI's core data governance test.
“Mathematicians want proof OpenAI didn’t use their work” The Verge · September 14, 2026
- Beijing writes the rulebook others will copy.
“China's latest copyright strategy calls for rules on training data, generative AI” MLex · September 14, 2026
- Consent laundering at scale. Regulators should read the actual filing.
“No Account, No Consent: How Adult Facebook Posts Feed Children’s Data to Meta’s AI” Gadget Review · September 13, 2026
How a verdict is made
The outlet wrote the headline and carries the claim. GAGE adds a ruling of a few words on the headline as written, never a report on the article, and a ruling never states a figure the headline did not. Every verdict is posted by a person, from one of the fights GAGE already tracks, measures or teaches. Read the source before you act on either.