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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 / LLMS-HALLUCINATION-SESSION-REPORT

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Forensic-style analysis report examining a 9-turn interaction with a general-purpose large language model. The session involved a simple profile analysis task using sparse input data and revealed recurring patterns such as ungrounded fabrication, narrative expansion, verbosity, and drift from strict constraints.

profile-search verbosity drift ai-safety human-in-the-loop hallucination drift-detection profile-analysis llm-safety hallucination-detection hallucination-mitigation operator-centric outer-governance zzz-epoche outer-layer-governance zzzepoche
  • Updated Apr 21, 2026

ZZZEPOCHE / protect-lock-wrapper-for-LLM-AudioLM-VLM

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A hardened, operator-defined system prompt that establishes a tamper-evident external governance layer for multimodal frontier LLMs. It enables precise behavioral control by locking the model into a selected developmental profile and attitude mode while enforcing consistent safety boundaries.

ai-safety ai-security llm-security llm-safety llm-acceleration operator-centric outer-governance zzz-epoche outer-layer-governance zzzepoche operator-sovereign profile-lock profile-locked-behavioral-control accesibility-first technofeu
  • Updated Apr 21, 2026

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