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README.md

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----
-title: Second Loop · Project hub
-emoji: 🌀
-colorFrom: red
-colorTo: gray
-sdk: gradio
-sdk_version: 4.44.0
-app_file: app.py
-pinned: true
-license: mit
-short_description: Durable correction of memorized LLM errors — hub
----
-
-# Second Loop — Project hub
-
-Landing page for the three demo Spaces of the Second Loop project. Each
-linked Space is fully static (no model loaded), all numbers are exact
-outputs of the live experimental runs.
-
-- **Part 1 — Scar-Survival** — durable correction of memorized errors
-  in a frozen LLM
-- **Part 2 — External Grounding** — defending the correction notebook
-  from polluted memory
-- **Part 3 — Thin Channel** — how rarely external truth can arrive
-  before calibration collapses
-
-GitHub repositories are linked on every card.
+gradio>=5.0,<6