The world isbecomingmachinemediated.
miskir makes it understandable again.
Independentinfrastructurefor consequentialmachine behavior.
miskir / 01
AI systems increasingly mediate decisions, information, and human judgment.
miskir creates independently verifiable records of what those systems did, under what conditions, and what happened to the evidence afterward.
So consequential machine behavior can be inspected, reconstructed, challenged, and reproduced rather than merely trusted.
In Practice / 01
Observing frontierAI behavior with theFuture of Free Speech.
Future of Free Speech · Vanderbilt University
2026 · Ongoing
miskir provides the assurance infrastructure supporting the Future of Free Speech's ongoing study of how frontier AI systems mediate lawful expression across models and over time.
Evidence, not screenshots.Reproducibility, not recollection.