Independent Research · Human Signal™
Human Signal operates without advertising, vendor funding, or institutional capture. The analysis stays honest because the people who rely on it choose to sustain it.
The Case for Independence
Most AI governance analysis is produced by the vendors selling AI products, the consultancies billing for implementation, or the think tanks funded by both. That analysis is not useless — but it is not independent.
Human Signal was built on a different model. Dr. Floyd's research is funded by the people and institutions who rely on it — not by the companies whose products it evaluates. That structure is what makes the Failure Files credible, what makes the TAIMScore™ analysis trustworthy, and what makes the podcast worth 45 minutes of a practitioner's week.
Independence is not a feature. It is the product. Sustaining it requires a deliberate funding model that keeps vendor money out of the editorial layer.
No underwriter has ever reviewed, approved, or influenced research conclusions. That policy is non-negotiable and permanent.
Every Failure File is built from original incident reports, regulatory filings, and court records — not vendor press releases or AI-generated summaries.
Built for auditors, compliance officers, and operators making real decisions — not for academic citations or vendor marketing decks.
Three Ways to Support
Each path sustains the research in a different way. All of them preserve editorial independence completely.
A one-time or recurring contribution that directly sustains the research, the podcast, and the Failure Files — no intermediary platform, no percentage taken by a crowdfunding service.
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Organizations that share Human Signal's commitment to responsible AI can partner as named underwriters — with full editorial independence preserved and visibility with the 320,000+ tech professionals Dr. Floyd engages across his network.
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Foundations, public interest organizations, and academic institutions seeking to support independent AI governance research are encouraged to reach out directly to discuss scope and structure.
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Where It Goes
Deep-dive analysis of real AI incidents — sourced from primary records, scored against the TAIMScore™ framework, and published free for practitioners.
Production, editing, and distribution of the podcast — bringing AI governance analysis to federal agencies, enterprises, and practitioners who need it.
The quarterly newsletter for institutional operators — original analysis, regulatory tracking, and practitioner-grade governance frameworks, free to subscribers.
Live sessions for institutional operators navigating AI disruption — moderated by Dr. Floyd, open to practitioners who cannot afford expensive proprietary briefings.
The Model
Human Signal runs on a public broadcasting model. The research is free. The analysis is uncompromised. The platform stays that way because practitioners who use it choose to fund it — not because a vendor decided it was in their interest to do so.