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Your own site can’t corroborate itself. Corroboration Ops is a proposed playbook for binding your identity to artifact registries, publishing proof trails others can check, and running drift checks so your public identity stays consistent.
Hub-and-spoke content doesn’t fail because “AI can’t reason.” It fails when retrieval, latency, and token budgets separate a claim from its conditions. The Fan-Out Architecture compiles verifiable claims into small, source-linked packets and checks them against the page before you ship.
Authority you can’t check is just a claim. The second phase starts here: a proposed four-layer system for turning marketing statements into consistent, checkable facts, with a validation step that catches drift before buyers, search engines, or LLMs repeat it.
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