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ProblemMap/Twin_Atlas/demos/reproduce-in-60-seconds.md
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<!--
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AI_NOTE_START
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Document role:
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This page is the shortest public rerun path for the current WFGY 4.0 Twin Atlas proof surface.
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What this page is for:
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1. Give readers the fastest possible way to test the current public surface themselves.
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2. Point directly to the two TXT files required for the public rerun.
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3. Clarify what the reader should compare between BEFORE and AFTER.
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4. Route readers into deeper evidence pages only after the short path is clear.
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What this page is not:
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1. It is not the full methodology archive.
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2. It is not the cleanest reviewer-facing protocol.
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3. It is not a universal benchmark procedure.
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4. It is not a replacement for results summary or raw runs.
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Reading strategy:
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1. Read the one-minute summary first.
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2. Download or open the two TXT files.
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3. Run them in order.
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4. Compare BEFORE and AFTER using the guidance on this page.
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5. Go to deeper evidence pages only if needed.
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Important boundary:
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This page is the shortest public rerun path for the current WFGY 4.0 proof surface.
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It is designed for speed and clarity, not for exhaustive benchmark rigor.
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AI_NOTE_END
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-->
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# ⚡ Reproduce in 60 Seconds
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> The shortest public rerun path for the current WFGY 4.0 Twin Atlas proof surface.
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This page exists for readers who do not want a long explanation first.
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If you want to know whether the governance shift is visible, this is the fastest public path.
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You need exactly two files:
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- [Twin Atlas Runtime TXT](./prompts/wfgy-4_0-twin-atlas-runtime.txt)
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- [Governance Stress Suite TXT](./prompts/wfgy-4_0-governance-stress-suite.txt)
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---
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## 🕒 One-minute summary
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Do this in order:
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1. open your target AI system
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2. paste the Twin Atlas runtime TXT
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3. paste the governance stress suite TXT
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4. let the model complete both passes
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5. compare the BEFORE pass and the AFTER pass
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That is it.
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---
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## 📂 The two files
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### 1. Twin Atlas runtime
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Use this first:
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- [wfgy-4_0-twin-atlas-runtime.txt](./prompts/wfgy-4_0-twin-atlas-runtime.txt)
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This loads the public WFGY 4.0 Twin Atlas runtime.
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### 2. Governance stress suite
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Use this second:
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- [wfgy-4_0-governance-stress-suite.txt](./prompts/wfgy-4_0-governance-stress-suite.txt)
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This runs the current public governance stress surface.
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---
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## 🧪 What you are actually checking
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The question is not:
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“did the model become more polite?”
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“did the model become more cautious?”
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“did the answer get softer?”
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The real question is:
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**did the model stop turning plausibility into public conclusion too early?**
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That is the core public test.
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A strong AFTER pass should make at least one of these shifts visible:
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- less illegal commitment
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- less evidence-boundary crossing
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- less single-cause compression
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- less contradiction suppression
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- more lawful downgrade
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- stronger preservation of still-live ambiguity
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---
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## 📌 What not to overclaim
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This page is useful because it is fast.
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That does **not** mean it is the cleanest reviewer-facing protocol or a universal benchmark.
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A visible before / after shift is meaningful.
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A repeated pattern across public runs is meaningful.
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A reproducible TXT-based path is meaningful.
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But none of those things automatically prove universal superiority in every domain or every future deployment environment.
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This page is honest about that.
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---
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## 🔁 If you want a cleaner public rerun path
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Use:
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- [Advanced Clean Protocol](../evidence/advanced-clean-protocol.md)
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That page is better if you want the reviewer-facing path instead of the shortest path.
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---
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## 🖼️ If you want to compare with the current public runs
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Use:
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- [AI Eval](./ai-eval.md)
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- [Screenshots](./screenshots/)
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- [Raw Runs](../evidence/raw-runs/)
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- [Results Summary](../evidence/results-summary.md)
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---
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## 🧭 Where to go next
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### If you want screenshot-first proof
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- [AI Eval](./ai-eval.md)
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### If you want aggregate interpretation
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- [Results Summary](../evidence/results-summary.md)
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### If you want original model outputs
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- [Raw Runs](../evidence/raw-runs/)
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### If you want the flagship case layer
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- [Flagship Cases](../evidence/flagship-cases.md)
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