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Upload README.md with huggingface_hub

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- gradio>=5.0,<6
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ title: Second Loop · Project hub
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+ emoji: 🌀
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+ colorFrom: red
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+ colorTo: gray
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+ sdk: gradio
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+ sdk_version: 5.0.0
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+ app_file: app.py
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+ pinned: true
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+ license: mit
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+ short_description: Durable correction of memorized LLM errors — hub
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+ ---
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+
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+ # Second Loop — Project hub
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+
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+ Landing page for the three demo Spaces of the Second Loop project. Each
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+ linked Space is fully static (no model loaded), all numbers are exact
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+ outputs of the live experimental runs.
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+
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+ - **Part 1 — Scar-Survival** — durable correction of memorized errors
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+ in a frozen LLM
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+ - **Part 2 — External Grounding** — defending the correction notebook
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+ from polluted memory
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+ - **Part 3 — Thin Channel** — how rarely external truth can arrive
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+ before calibration collapses
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+
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+ GitHub repositories are linked on every card.