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1. OUTER-LAYERS-LLMS OUTER-LAYERS-LLMS Public

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

   Python

2. XAI-REPORT-REPLY-FLOOD-TOOL XAI-REPORT-REPLY-FLOOD-TOOL Public

   A gated, structured human signal—augmented by Grok’s reasoning—can deliver timely, high-quality seeds to existing automation while protecting legitimate diverse discourse.

3. LLMS-HALLUCINATION-SESSION-REPORT LLMS-HALLUCINATION-SESSION-REPORT Public

   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 r…

4. META-AUDIT-OPERATOR-ERROR-CORRECTION-LLM META-AUDIT-OPERATOR-ERROR-CORRECTION-LLM Public

   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 fra…

5. EPOCHGUARD EPOCHGUARD Public

   A practical hybrid safety middleware for Large Language Models. It runs both a FastAPI production endpoint and the original interactive CLI with heartbeat. For AI labs, red/blue teaming, prompt eng…

   Python