miskir makes it understandable again.
Independent infrastructure
for machine accountability.
AI stands between the questions we ask and the answers we receive.
Free Speech Ledger, by The Future of Free Speech, makes that encounter visible: how models handle contested expression, and how their responses change over time.
Explore Free Speech Ledger ↗A question worth following
The question stays.
The responses can change.
The record lets us look back.
Miskir’s role
Miskir provides the evidence infrastructure behind the work: preserving what was asked, the conditions of the encounter, the response, and the record of subsequent changes.
The Future of Free Speech owns the research methodology and interpretation. Miskir makes the supporting record inspectable.
As information passes through people and machines, it is selected, interpreted, summarized, and revised.
Miskir preserves the evidence needed to reconstruct that journey. Where it came from. What happened to it. What changed, and when.
Attestation establishes provenance and integrity. It does not, on its own, establish that a claim is true.
A report can pass through many hands before action follows. Our integration work focuses on preserving its origin, clarifications, checks, and subsequent outcomes—while keeping communities’ voices attached to what they share.
In development · Report and action provenance
Family tracing brings together fragments across time and distance. The Miskir application is being developed to retain the origin and revision history of those fragments, with access controls appropriate to sensitive family information.
In development · Continuity and evidence custody
Our integration work connects source research to the claims drawn from it, preserving how evidence was admitted, interpreted, and revised. TruthStack handles health interpretation; Miskir provides the provenance and custody layer.
In development · Research and claim lineage
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