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1. map_blog map_blog Public

   The Manifold Alignment Protocol (MAP) is a geometric analysis framework for studying how complex systems—such as large language models, diffusion models, or physical measurement pipelines—converge,…

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2. map_llm_toolkit map_llm_toolkit Public

   A Python toolkit for extracting, projecting, and visualizing MAP reasoning trajectories and safety topology in LLMs.

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3. map_comfyui map_comfyui Public

   A geometric "Vector Network Analyzer" for ComfyUI. Visualize latent trajectories, quantify convergence quality (Q-Score), and auto-tune parameters based on the Manifold Alignment Protocol (MAP).

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4. llm-helper-landing llm-helper-landing Public

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