Michael Kao: Data epistemology project reaches key milestone with equities feature update

Michael Kao: Data epistemology project reaches key milestone with equities feature update
Equities feature updated for capital data

Michael Kao, CIO at Akadia Capital, reports that the Data Epistemology / Provenance Project is making significant progress as of August 11, 2026. The latest update brings visible improvements, particularly with the EQUITIES/CPSTR feature, which now provides more current capital data.

Kao highlights that while much foundational work had already been done to enhance data accuracy and consistency behind the scenes, this is the first time the project is yielding noticeable results for users.

Kao previously warned that increased debt financing in the AI sector could trigger a correction in 2026, replacing equity and free cash flow as primary funding sources in the industry, according to an earlier article. He has also drawn comparisons between current market risks and the dot-com bubble, suggesting the potential for more severe market turmoil ahead in prior commentary. These prior warnings provide context for Kao’s ongoing focus on data reliability and risk management in financial markets.

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