The Architecture of Accountability

At 25RevolAI, we don't just build AI-powered systems. We design them to operate safely, predictably, and with absolute compliance in the world's most critical industries. Our publications offer deep-dive analyses, operational blueprints, and honest perspectives on the realities of scaling AI where the stakes are highest.

  • Provenance Is the New Perimeter

    Dave Stephens, Operating Partner

    A postmortem of last year's Illumina False Claims Act settlement, further connections to FDA's emerging questions about AI, and why the durable answer is to eliminate whole classes of attestation risk instead of managing them all.

    Download PDF· 155 KB
  • Open Is Not An Outcome

    Steve Lupo, Chief Innovation Officer

    The industry’s letter on open-weight AI makes a sound case to policymakers. It leaves operational questions open. Sovereignty, lifecycle control, and total cost of ownership are settled by architecture, not by licensing.

    Download PDF· 180 KB
  • The AI Never Told Me It Was Required

    Dave Stephens, Operating Partner

    A postmortem of the first FDA enforcement action citing artificial intelligence, what the federal accountability standard now means for the private sector, and why the answer is not a black box.

    Download PDF· 185 KB