Knowledge Architecture

The Open Human Record Initiative

Custody of an archive is not ownership of the knowledge inside it. Historically significant material should be presumptively accessible to the public it belongs to.

Governments, religious institutions, museums, universities, and private collections hold enormous bodies of historical material — some of it unique or inaccessible anywhere else. Preserving those materials is a real responsibility. It should not automatically carry permanent control over what the materials reveal.

The core principles

A technical path: human-supervised archival AI

The scale of the world's archives — transcription, translation, cataloguing, cross-referencing, provenance tracking — is a real bottleneck. AI can meaningfully reduce it, assisting with OCR correction, handwriting interpretation, translation, metadata generation, duplicate detection, and confidence reporting, while leaving interpretation of what history means to human review. Every machine-generated output stays distinguishable from, and checkable against, the original source.

Disclosure: this initiative's author, Jason McCoy, is the founder of Pre-Failure Research Group and the developer of OmniSniffer. OmniSniffer is proposed as one candidate architecture for the workflow above — named because it's the system the author has built and understands in depth, not because it has been evaluated against competing approaches. It is not a required or exclusive foundation for the initiative.
Provenance: this document was drafted collaboratively — the argument and positions are Jason McCoy's, developed and refined through discussion with two AI systems, Claude (Anthropic) and GPT (OpenAI), which assisted with structuring, editing, and stress-testing the disclosure language above. As with PFRG's other AI-assisted work, this credit reflects documented contribution to the drafting process, not authorship, ownership, or personhood.

No authority over truth

This initiative doesn't assume any particular archive is hiding something extraordinary. It assumes something narrower: humanity should be able to examine its own historical record and find out what the evidence actually says. If accepted history is correct, open records strengthen it. If it's incomplete, open records let it improve.

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