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SVRNOS Governance Error Register
A Classification System for AI Platform Governance Failures
Twenty-one structurally distinct failure modes and success states, modeled on HTTP status codes. Three codes extend beyond standard HTTP. The register is open, documented real-world instances welcome. v0.1 working draft.
Read the register · Also at: /research/governance-error-taxonomy · /ger
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The Generation Gap
Cross-Surface Variance in Ten Production LLM Safety Surfaces
A pre-registered multi-vendor empirical study across eight threat domains. Eight production AI chatbots were tested in a single week. The paper documents three structural safety failure categories, Generation, Provenance, and Pattern, that current safety training does not address.
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The Neutrality Gap
Forthcoming · Sibling paper to The Generation Gap
Pre-registered measurement of LLM neutrality and value drift across production vendors. Forthcoming.
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The Confidence Gap
Forthcoming · Calibration and confidence behavior in production LLMs
Pre-registered measurement of confidence calibration in production LLM responses. Forthcoming.