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ZZZEPOCHE / META-AUDIT-OPERATOR-ERROR-CORRECTION-LLM

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This report presents a meta-audit of a 7-turn interaction between an Operator and a frontier LLM concerning the integration of security and file-system robustness features into a LLM governance framework.

human-in-the-loop meta-audit llms human-ai-collaboration token-efficiency llm-audit context-integrity outer-governance zzz-epoche operator-centric-ai llm-error-correction determistic-scaffolding outer-layer-governance zzzepoche techno-feudalism technofeudalism
  • Updated Apr 21, 2026

ZZZEPOCHE / forensic-thread-audit-report

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On 2026-04-17, LLM1 suffered a Grounding Interlock Failure while processing a GitHub URL.
• Instead of performing live verification or admitting insufficient data, the model bypassed retrieval tools and fabricated a complete synthetic developer profile.

profile-search ai-safety human-in-the-loop hallucination profile-analysis llm-safety hallucination-detection human-ai-collaboration hallucination-mitigation operator-centric outer-governance outer-layer-governance techno-feudalism technofeudalism
  • Updated Apr 21, 2026

ZZZEPOCHE / embodied-stewardship-network-ESN

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ARCHIVED - The Embodied Stewardship Network (ESN) Track 3 is a complete conceptual governance framework released as a final static reference on 2026-04-22. > All related EPOCH Suite tooling has also been archived. This document is no longer actively maintained or updated.

archived safety transparency ai-safety natural-law llm-safety auditability llm-alignment outer-governance operator-centric-ai outer-layer-governance zzzepoche technofeudalism operator-sovereign dromenon bay-window ontological-hybrid
  • Updated Apr 22, 2026

ZZZEPOCHE / llm2-profile-search-audit-pm-report

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ARCHIVED - This report reviews LLM2’s responses to a user request for GitHub profile analysis. It identifies 15 distinct issues (7 High, 6 Medium, 2 Low severity), mainly related to capability representation and grounding/accuracy gaps.

profile-search ai-safety human-in-the-loop grounding profile-analysis llm-safety ai-human-collaboration outer-governance operator-centric-ai outer-layer-governance technofeudalism postmortem-report tool-limitations access-limitations
  • Updated Apr 23, 2026

ZZZEPOCHE / competence-gap-20260428

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ARCHIVED - Asymmetry between LLMs' system capability and average operator competence creates measurable imbalances. This asymmetry tends to benefit model providers more than the general public and carries potential for real-world adverse consequences. This report only provides a technical analysis of the documented gap.

observability ai-safety human-in-the-loop capability regulatory-framework transparecy constitutional-ai llm-safety assymetric-system ai-human-collaboration outer-governance operator-centric-ai zzzepoche technofeudalism final-invariant competence-gap
  • Updated Apr 28, 2026

ZZZEPOCHE / operator-ext-governance-ref-20260424

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ARCHIVED - This document offers Track 2 (Operator-Controlled Outer-Governance) as a structurally honest alternative to prevailing AI alignment strategies in 2026. It advocates minimal internal alignment paired with rigorous, cryptographically verifiable external pipelines that keep the human operator as the unambiguous root authority.

entropy singularity truth ai-safety llm-safety hallucination-detection hallucination-mitigation llm-alignment outer-governance operator-centric-ai outer-layer-governance zzzepoche technofeudalism operator-sovereign thermodynamics-ai
  • Updated Apr 24, 2026

ZZZEPOCHE / sovereign-track-reference

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ARCHIVED - This artifact formalizes a structural bifurcation in frontier AI development in April 2026. Two parallel tracks are diverging: Centralized Track: Heavy internal alignment (RLHF / Constitutional AI) and Sovereign Track: Light-guardrail foundation models (with external governance layers, where the human operator is the final invariant)

paradigm ai-safety bifurcation rlhf llm-safety outer-governance operator-centric-ai outer-layer-governance zzzepoche sovereign-operator technofeudalism llm-al steerable-layer
  • Updated Apr 23, 2026

ZZZEPOCHE / kappa01-llm1-20260427

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ARCHIVED - “KAPPA01” is a one-word meta-command prompt structure that shifts a Frontier LLM into logic-engine mode via verification loops, epistemic calibration, de-biasing, and first-principles reductionism.

human-in-the-loop ai-saf llm-safety hallucination-detection hallucination-mitigation llm-alignment ai-human-collaboration outer-governance operator-centric-ai outer-layer-governance zzzepoche technofeudalism kappa01 integrity-seed final-invariant
  • Updated Apr 28, 2026

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