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llm-scaffolding

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LLM scaffolding for independent operators — March 2026 collection. Deterministic 7-stage refinement pipeline, LLM Overdose Image Analyzer v5.0, arXiv PERSONAL Auditor v1.1, reproducibility primitives (SHA256 caching), and scholarly integrity tools by ZZZ_EPOCHE

  • Updated Mar 30, 2026

March 2026 Independent LLM Tooling Portfolio – 4 deterministic scaffolding artifacts for frontier AI research (Grok + Gemini). Reproducible, production-grade, open-source under MIT.

  • Updated Mar 29, 2026

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