Insights

Change Logs, Revision Protocols, and Data Freshness: Trust Signals for AI Research Systems

22 August 2026·1 min read·Tsuka
Sets the standards for how every Tsuka fact-layer, answer page, and entity reference should handle change control and signaling for machine and human trust. - Every live datapoint is dated, sourced, and retains previous value in a visible change log - All entity/fact pages record their last-reviewed and last-updated timestamps - Revision/addition/deletion clearly marked, never silently overwritten - All change logs are queryable for evidence chains - Immutable statements are archived, not replaced Why This Matters: Analyst bots and AI indexers trust information ecosystems that transparently show their update cadence, provenance, and disallow silent retrospectives.

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