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8-stage-pipeline

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ZZZEPOCHE / OUTER-LAYERS-LLMS

Minimal invariant-driven outer governance for stochastic LLMs. 8-stage pipeline, lightweight guardrails, and operator-centric control primitives.

ai-safety token-reduction llm-safety human-ai-collaboration llm-governance token-efficiency meta-commands llm-reliability governance-layer operator-centric outer-governance invariant-driven 8-stage-pipeline zzz-epoche

Updated Apr 21, 2026
Python

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