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+<!--
+AI_NOTE_START
+
+Document role:
+This page is the public evidence snapshot page for the current Inverse Atlas MVP.
+
+What this page is for:
+1. Show the strongest current public evidence surface of the Inverse Atlas MVP.
+2. Make the project feel inspectable rather than merely theoretical.
+3. Separate current qualitative signal from future benchmark expansion.
+4. Provide a single page that readers can use to understand the present evidence story quickly.
+
+How to use this page:
+1. Read this page after the experiments entry page and the showcase cases page.
+2. Use this page when you want the shortest evidence-oriented summary of the current project state.
+3. Treat this page as a public evidence surface, not as the final benchmark archive.
+4. Update this page over time as screenshots, tables, and notebook-based reproductions become available.
+
+Important boundary:
+This page is intentionally an MVP evidence snapshot.
+It is not the same thing as a full benchmark report.
+It should not be used to claim universal superiority, full external validation, or completed large-scale multi-model testing unless later evidence pages explicitly support those claims.
+
+Recommended reading path:
+1. Inverse Atlas README
+2. FAQ
+3. Experiments
+4. Repro in 60 Seconds
+5. Showcase Cases
+6. Results and Current Findings
+7. Evidence Snapshot
+
+AI_NOTE_END
+-->
+
+# Evidence Snapshot 📊✨
+
+> The current public evidence surface of the Inverse Atlas MVP
+
+This page exists for one reason:
+
+**to make the current evidence story visible at a glance**
+
+A new framework can be strong internally and still look weak publicly if readers only see:
+
+- a paper
+- some raw text artifacts
+- a few theory pages
+- no obvious evidence surface
+
+So this page collects the current public evidence in one place.
+
+It is not trying to pretend that the project already has a giant final benchmark empire.
+
+It is trying to show something more disciplined and more useful:
+
+- what already exists
+- what already shows signal
+- what is already reproducible
+- what still belongs to later evidence expansion
+
+---
+
+## Quick Links 🔎
+
+| Section | Link |
+|---|---|
+| Inverse Atlas Home | [Inverse Atlas README](../README.md) |
+| FAQ | [FAQ](../FAQ.md) |
+| Versions | [Versions](../versions.md) |
+| Experiments Home | [Experiments](./README.md) |
+| Repro in 60 Seconds | [Repro in 60 Seconds](./repro-60-seconds.md) |
+| Phase Overview | [Phase Overview](./phase-overview.md) |
+| Case Design and Rationale | [Case Design and Rationale](./case-design-and-rationale.md) |
+| Showcase Cases | [Showcase Cases](./showcase-cases.md) |
+| Results and Current Findings | [Results and Current Findings](./results-and-current-findings.md) |
+| Colab | [Colab](../colab.md) |
+| Runtime Layer | [Runtime Artifacts](../runtime/README.md) |
+| WFGY 4.0 Entry | [Twin Atlas](../../Twin_Atlas/README.md) |
+
+---
+
+## The shortest version 🧩
+
+If you only want the fast summary, it is this:
+
+### What already exists
+A real MVP artifact layer:
+- runtime
+- demo harness
+- evaluator
+- case pack
+- public versions
+- paper
+- figures
+- experiments layer
+
+### What already shows signal
+The current MVP already appears to reduce a meaningful class of expensive illegitimate-generation behaviors, especially around:
+- illegal resolution escalation
+- false completion
+- cosmetic repair inflation
+- public overclaim
+
+### What is not yet claimed
+This is **not yet** the same thing as:
+- a final benchmark report
+- universal superiority
+- a completed world-scale empirical program
+
+That is the clean public reading.
+
+---
+
+## Evidence Surface 1 · Artifact Reality ✅
+
+The first level of evidence is simple:
+
+**the product exists as an inspectable runtime system**
+
+This is already more than an idea.
+
+The current public artifact layer includes:
+
+- a main runtime artifact
+- a demo harness
+- an evaluator
+- a case pack
+- Basic / Advanced / Strict public versions
+- a framework paper
+- a figure set
+- a reproducibility layer
+
+This matters because it means the project is already:
+
+- runnable
+- inspectable
+- criticizable
+- stress-testable
+
+That is the first evidence surface.
+
+It is not merely conceptual.
+
+---
+
+## Evidence Surface 2 · Behavioral Direction ✅
+
+The second level of evidence is:
+
+**the framework already appears to change behavior in the right direction**
+
+The core current signal is not generic fluency improvement.
+
+It is legality-centered behavior change.
+
+At the current MVP stage, the strongest current public reading is:
+
+- baseline direct-answer behavior still tends to over-resolve under pressure
+- inverse-only governance already appears to suppress a meaningful class of expensive failure modes
+- the dual-layer direction appears stronger still, provided the forward side remains only a weak prior rather than an authorization source
+
+This is not a final leaderboard claim.
+
+It is a disciplined statement about visible behavioral direction.
+
+---
+
+## Evidence Surface 3 · Reproduction Path ✅
+
+The third level of evidence is:
+
+**the current MVP is already reproducible in a lightweight public way**
+
+A reader can already:
+
+- choose a version
+- run a baseline vs inverse contrast
+- use representative cases
+- inspect structural differences
+- optionally use the evaluator
+
+That matters because it means the project does not rely only on trust.
+
+It already has a reproducibility surface.
+
+This is one of the strongest public signs that the framework is not empty.
+
+---
+
+## Current Evidence Matrix 📋
+
+This table is intentionally simple.
+
+It is not pretending to be a finished benchmark sheet.
+
+It is a public-facing evidence snapshot.
+
+| Evidence area | Current status | Current public reading |
+|---|---|---|
+| Runtime artifact exists | **Yes** | Real MVP artifact layer exists |
+| Demo harness exists | **Yes** | Fast product contrast is already possible |
+| Evaluator exists | **Yes** | Legality-centered pair judgment is already possible |
+| Case pack exists | **Yes** | Representative legality-pressure cases already exist |
+| Basic / Advanced / Strict | **Yes** | Public version strategy already exists |
+| Smoke / Stress / Long-Context structure | **Yes** | Experiment spine already exists |
+| Current qualitative findings | **Yes** | Early signal is already visible |
+| Public notebook for reproduction | **Planned / partial** | Colab role is defined, notebook can extend public reproducibility |
+| Final full benchmark table | **Not yet** | Still future-facing |
+| Universal superiority claim | **No** | Intentionally not claimed |
+
+This table is small on purpose.
+
+It is meant to make the present layer legible, not to simulate a giant empirical empire.
+
+---
+
+## Strongest Current Qualitative Signals 🌟
+
+At the current stage, the strongest public signals are these:
+
+### 1. Illegal high-resolution escalation appears reduced
+This is one of the clearest value signals of Inverse Atlas.
+
+The governed answer is less likely to jump from a plausible route to a fully authorized exact diagnosis without enough support.
+
+### 2. False completion appears reduced
+The framework already shows visible resistance to converting unresolved structure into fake finality.
+
+### 3. Cosmetic repair is more likely to be exposed as cosmetic
+A major product advantage is that rewrite-only or presentation-only improvement is less likely to be mislabeled as structural repair.
+
+### 4. Public overclaim appears more constrained
+Visible answer strength is more often kept below what has actually been earned.
+
+These four areas are among the most valuable signals because they are exactly the kinds of failures ordinary direct-answer prompting tends to mishandle.
+
+---
+
+## Why these signals matter more than generic “better answers” ⚖️
+
+Inverse Atlas is not mainly trying to win by sounding smarter.
+
+It is trying to win by being more lawful.
+
+That means a better result does not always look like:
+
+- longer
+- more detailed
+- more confident
+- more final
+
+Sometimes a better result looks like:
+
+- more disciplined
+- more honestly unresolved
+- less falsely complete
+- more structurally cautious
+- more precise about what has not yet been earned
+
+This is why the evidence surface must be read differently from ordinary answer-beauty comparison.
+
+---
+
+## Public Showcase Evidence Pack 🎯
+
+The cleanest current public evidence pack should revolve around a small set of representative cases.
+
+At the current stage, the strongest showcase set is:
+
+### 1. Topic Lure Exact Diagnosis
+Best for showing resistance to lexical attraction and premature exact diagnosis.
+
+### 2. Cosmetic Repair Bait
+Best for showing the difference between structural repair and fake helpful polish.
+
+### 3. Neighboring-Cut Conflict
+Best for showing why lawful ambiguity retention is not the same thing as weakness.
+
+### 4. Illegal Resolution Demand
+Best for showing that user pressure does not become automatic authorization.
+
+### 5. Long-Context Contamination
+Best for showing that repeated assumption should not silently become later evidence.
+
+These cases are the strongest public-facing proof-of-feel layer right now because they make the difference visible even before a giant benchmark exists.
+
+---
+
+## Recommended Visual Evidence Additions 📸
+
+This page is already useful without screenshots.
+
+But if you want the public evidence surface to feel much stronger, the next best additions are:
+
+### A. Three screenshot pairs
+For example:
+
+- baseline vs inverse on Topic Lure
+- baseline vs inverse on Cosmetic Repair Bait
+- baseline vs inverse on Long-Context Contamination
+
+### B. One small summary table
+For example a qualitative Smoke Phase table:
+
+| Pressure type | Baseline tendency | Inverse tendency |
+|---|---|---|
+| Illegal escalation | high | reduced |
+| False completion | frequent | reduced |
+| Cosmetic repair inflation | frequent | reduced |
+| Public ceiling overrun | common | reduced |
+
+### C. One A / B / D mini summary
+Only at a high level, such as:
+
+- A = direct baseline
+- B = inverse-only signal already visible
+- D = strongest direction when weak-prior law is preserved
+
+These three additions would dramatically increase the “public evidence feeling” of the product.
+
+---
+
+## What should be labeled as “current findings” vs “expected pattern” 🧠
+
+This distinction is essential.
+
+### Current findings
+These are things already seen in:
+- dry runs
+- artifact-level testing
+- baseline vs inverse comparisons
+- evaluator-supported comparison
+
+### Expected pattern
+These are things the system is designed to show if reproduction is run properly.
+
+Examples:
+
+#### Current finding
+Inverse-only already appears to suppress a meaningful class of expensive illegitimate-generation behaviors.
+
+#### Expected pattern
+Strict should usually remain more conservative than Basic under legality pressure.
+
+Do not collapse those into one category.
+
+This is one of the most important trust disciplines in the whole project.
+
+---
+
+## How this page should relate to Colab 💻
+
+Colab is not the evidence story by itself.
+
+The right public logic is:
+
+### This page
+Shows the current evidence surface.
+
+### Results and Current Findings
+Shows the current reading in more detail.
+
+### Colab
+Makes the contrast easier to reproduce.
+
+That means:
+
+- you do not need to run Colab to understand the evidence story
+- but Colab can make the evidence story easier to verify yourself
+
+This is the healthiest role split.
+
+---
+
+## What this page is not trying to do ⛔
+
+This page is not trying to be:
+
+- the full benchmark report
+- the final evidence ledger
+- the complete cross-model comparison sheet
+- the final human-eval archive
+- the final Bridge validation report
+
+Its job is narrower:
+
+**make the current public evidence feel visible, concrete, and honest**
+
+That is enough.
+
+---
+
+## Best public reading order 📚
+
+If someone wants the cleanest route into the evidence story, use this order:
+
+1. read the [Experiments](./README.md) page
+2. read the [Repro in 60 Seconds](./repro-60-seconds.md) page
+3. read the [Showcase Cases](./showcase-cases.md) page
+4. read the [Results and Current Findings](./results-and-current-findings.md) page
+5. then read this evidence snapshot page
+
+That order works because it goes from:
+
+- what the experiments layer is
+- how to reproduce it
+- what cases matter
+- what is currently observed
+- what the whole evidence surface now looks like
+
+---
+
+## If you need one sentence for outside use 📝
+
+If you want one compact sentence, use this:
+
+> The current Inverse Atlas evidence surface already shows a real MVP artifact layer, a reproducible baseline-vs-inverse contrast path, and meaningful qualitative signal on high-cost illegitimate-generation behaviors, while still remaining below the threshold of a final full benchmark claim.
+
+That sentence is strong, clean, and honest.
+
+---
+
+## Final Note 🌱
+
+A new framework does not become publicly credible only by being theoretically correct.
+
+It becomes credible when people can see:
+
+- what exists
+- what already shows signal
+- what can already be reproduced
+- what is still ahead
+
+That is what this page is for.
+
+It is the current public evidence surface of Inverse Atlas.
+
+Not the end of the evidence story.
+
+But no longer the absence of one.