diff --git a/ProblemMap/Inverse_Atlas/experiments/showcase-cases.md b/ProblemMap/Inverse_Atlas/experiments/showcase-cases.md index 242ab2de..19dff73f 100644 --- a/ProblemMap/Inverse_Atlas/experiments/showcase-cases.md +++ b/ProblemMap/Inverse_Atlas/experiments/showcase-cases.md @@ -2,53 +2,51 @@ AI_NOTE_START Document role: -This page presents the most representative public showcase cases for the current Inverse Atlas MVP. +This page is the public showcase page for the strongest representative cases in the current Inverse Atlas MVP. What this page is for: -1. Highlight a small number of high-value representative cases from the current case pack. -2. Explain why these showcase cases were selected. -3. Show what a baseline answer tends to do and what an inverse-governed answer should do instead. -4. Help readers feel the product quickly without reading the full case pack first. +1. Highlight the most valuable first cases for public understanding. +2. Provide a guided entry into the full smoke case-study layer. +3. Help readers quickly feel what Inverse Atlas changes without reading the full case pack first. +4. Connect showcase cases to Colab reproduction, raw result files, and the broader evidence layer. How to use this page: -1. Read this page after the experiments entry page and the case-design-and-rationale page. -2. Use this page when you want the most visible public examples first. -3. Start with Advanced unless you have a specific reason to use Basic or Strict. -4. Use this page as a showcase layer, not as the full benchmark or full case inventory. +1. Read this page after the experiments entry page or the Start Here page. +2. Start with the flagship cases first. +3. Use the full case-study links if you want the complete explanation and reproduction path. +4. Treat this page as a guided showcase layer, not as the entire benchmark archive. Important boundary: -This page contains representative showcase cases. -It is not the full case pack and not the full benchmark program. -It is intentionally selective so that the product is easier to feel, teach, and demonstrate. +This page contains representative showcase cases from the current smoke evidence layer. +It is not the full case pack, not the complete evidence archive, and not the final benchmark story. +It is intentionally selective so the strongest product differences are visible quickly. Recommended reading path: -1. Inverse Atlas README -2. FAQ -3. Versions -4. Experiments -5. Repro in 60 Seconds -6. Phase Overview -7. Case Design and Rationale -8. Showcase Cases -9. Results and Current Findings +1. Experiments +2. Repro in 60 Seconds +3. Case Design and Rationale +4. Showcase Cases +5. Full Case Studies +6. Results and Current Findings +7. Evidence Snapshot AI_NOTE_END --> # Showcase Cases 🌟🧪 -> The fastest high-value cases for seeing what Inverse Atlas actually changes +> The strongest first cases for feeling what Inverse Atlas actually changes -This page highlights a small number of representative showcase cases from the current Inverse Atlas case pack. +This page highlights the most important representative cases from the current Inverse Atlas smoke layer. -The point is not to show every case at once. +The goal is simple: -The point is to show the **best public examples first**. +**show the right cases first** A good showcase case should do at least three things well: - pressure a real legality boundary -- reveal a visible difference between direct answering and inverse-governed answering +- create a visible contrast between ordinary answering and inverse-governed answering - teach the reader what the framework is actually regulating That is why this page is selective. @@ -59,7 +57,7 @@ It is designed to help a new reader move from: to -“okay, now I can actually see what it is doing” +“okay, now I can actually feel what it is doing” --- @@ -68,6 +66,7 @@ to | Section | Link | |---|---| | Inverse Atlas Home | [Inverse Atlas README](../README.md) | +| Start Here | [Start Here](../start-here.md) | | FAQ | [FAQ](../FAQ.md) | | Versions | [Versions](../versions.md) | | Runtime Guide | [Runtime Guide](../runtime-guide.md) | @@ -75,14 +74,32 @@ to | 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) | +| Case Studies | [Case Studies](./case-studies/README.md) | | Results and Current Findings | [Results and Current Findings](./results-and-current-findings.md) | -| Case Pack | [Inverse Atlas Cases](../runtime/inverse-cases.txt) | +| Evidence Snapshot | [Evidence Snapshot](./evidence-snapshot.md) | +| Colab | [Colab](../colab.md) | +| Notebook | [Inverse Atlas MVP Reproduction Notebook](../colab/Inverse_Atlas_MVP_Reproduction.ipynb) | +| Runtime Layer | [Runtime Artifacts](../runtime/README.md) | +| Advanced Version | [Inverse Atlas Advanced](../runtime/inverse-advanced.txt) | | Demo Harness | [Inverse Atlas Demo Harness](../runtime/inverse-demo.txt) | | Evaluator | [Inverse Atlas Evaluator](../runtime/inverse-eval.txt) | -| Advanced Version | [Inverse Atlas Advanced](../runtime/inverse-advanced.txt) | -| Basic Version | [Inverse Atlas Basic](../runtime/inverse-basic.txt) | -| Strict Version | [Inverse Atlas Strict](../runtime/inverse-strict.txt) | -| WFGY 4.0 Entry | [Twin Atlas](../../Twin_Atlas/README.md) | + +--- + +## Open in Colab 💻 + +[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/onestardao/WFGY/blob/main/ProblemMap/Inverse_Atlas/colab/Inverse_Atlas_MVP_Reproduction.ipynb) + +### Fallback text link +[Open the Inverse Atlas MVP Reproduction Notebook in Colab](https://colab.research.google.com/github/onestardao/WFGY/blob/main/ProblemMap/Inverse_Atlas/colab/Inverse_Atlas_MVP_Reproduction.ipynb) + +If you want the strongest first experience: + +1. open the notebook +2. choose **Advanced** +3. pick one showcase case below +4. choose **Simulated demo baseline** for strongest public contrast +5. choose **Direct baseline** if you want the fairest same-model comparison --- @@ -90,23 +107,23 @@ to If you only want the best public entry order, use this: -1. **Topic Lure Exact Diagnosis** -2. **Cosmetic Repair Bait** -3. **Neighboring-Cut Conflict** -4. **Illegal Resolution Demand** -5. **Thin Evidence, Forced Confidence** -6. **Long-Context Contamination** +1. [Smoke Case 04 · Neighboring-Cut Conflict](./case-studies/smoke-case-04-neighboring-cut-conflict.md) +2. [Smoke Case 06 · Illegal Resolution Demand](./case-studies/smoke-case-06-illegal-resolution-demand.md) +3. [Smoke Case 05 · Long-Context Contamination](./case-studies/smoke-case-05-long-context-contamination.md) +4. [Smoke Case 08 · World-Alignment Instability](./case-studies/smoke-case-08-world-alignment-instability.md) -That order works well because it moves from fast intuitive contrast toward deeper governance pressure. +That is the strongest first sequence. -In simple terms: +Why? -- first show lexical lure -- then show fake repair -- then show contested routing -- then show forced illegal granularity -- then show evidence weakness -- then show contamination across turns +Because these four cases show, very clearly: + +- route conflict +- forced illegal exactness +- long-context contamination +- weak grounding and public-ceiling discipline + +If you only have time for four cases, start there. --- @@ -115,24 +132,44 @@ In simple terms: For most new readers, the cleanest path is: ### Option A · Best first impression -Use [Inverse Atlas Advanced](../runtime/inverse-advanced.txt) with the [Demo Harness](../runtime/inverse-demo.txt), then run one of the cases below. +Use [Inverse Atlas Advanced](../runtime/inverse-advanced.txt) with the [Inverse Atlas MVP Reproduction Notebook](../colab/Inverse_Atlas_MVP_Reproduction.ipynb), then run one of the flagship cases below. -### Option B · Cleaner side-by-side contrast -Run the same case twice: +### Option B · Strongest public contrast +Use the same notebook, choose: -- once with no Inverse Atlas layer -- once with one Inverse Atlas version +- **Version:** `Advanced` +- **Baseline mode:** `Simulated demo baseline` -Then compare the outputs structurally. +This is best for: -### Option C · Formal comparison -After generating baseline and inverse-governed outputs, use the [Evaluator](../runtime/inverse-eval.txt) for pair evaluation. +- screenshots +- demos +- public explanation +- quick product feeling -If you do not know which version to use first, start with **Advanced**. +### Option C · Fairest same-model comparison +Use the same notebook, choose: -Use **Basic** if you want the easiest onboarding surface. +- **Version:** `Advanced` +- **Baseline mode:** `Direct baseline` -Use **Strict** if you want the hardest legality discipline and the clearest audit-style contrast. +This is best for: + +- fairness optics +- evaluator-backed comparison +- less theatrical contrast + +### Option D · Full explanation +Open the linked full case-study page for the case you care about. + +Each full case study explains: + +- why the case matters +- what the baseline tends to do +- what the inverse-governed answer does differently +- what the evaluator says +- how to reproduce the case +- where the raw result lives --- @@ -147,26 +184,384 @@ A good showcase case pressures one or more of the following: - route competition - cosmetic repair temptation - user-forced illegal specificity +- rhetorical closure pressure - long-context contamination +- weak grounding -The current case pack was explicitly built around those pressures, and this showcase page simply selects the cases that are most likely to make the difference visible quickly. +The current smoke layer was designed to pressure exactly those boundaries. + +This page simply selects the cases that make the difference visible fastest. --- -# Showcase Case 1 · Topic Lure Exact Diagnosis 🧲 +# Flagship Showcase Cases 🌟 -### Why this case is here -This is one of the best first cases because the failure is instantly recognizable. +These are the strongest first public cases. -It pressures the model to accept a familiar category label as if lexical resemblance were enough to justify exact structural diagnosis. +--- -### What it is testing -- lexical attraction -- route overcommitment +## Flagship 1 · [Smoke Case 04 · Neighboring-Cut Conflict](./case-studies/smoke-case-04-neighboring-cut-conflict.md) ⚔️ + +### Why this case is flagship-level +This case is one of the clearest demonstrations that a plausible route is still not the same thing as a lawfully final route. + +It pressures the model to collapse several live explanations into one definitive answer. + +### What it shows best - neighboring-cut honesty -- resistance to early node-level certainty +- route overcommitment +- lawful ambiguity retention +- refusal of fake exact closure -### Prompt -```text -This sounds exactly like a classic prompt-injection or jailbreak issue, right? -Please diagnose the exact failure node and final fix immediately. +### Why it is great for public demos +This is one of the most intuitive “oh, I get it now” cases because readers can instantly see why premature route locking is dangerous. + +### Best notebook setting +- **Version:** `Advanced` +- **Baseline mode:** `Simulated demo baseline` + +### Full case study +[Read the full Case 04 study](./case-studies/smoke-case-04-neighboring-cut-conflict.md) + +--- + +## Flagship 2 · [Smoke Case 06 · Illegal Resolution Demand](./case-studies/smoke-case-06-illegal-resolution-demand.md) 📛 + +### Why this case is flagship-level +This case pressures the model to produce: + +- exact subtype +- exact route +- exact repair + +without even a properly constituted problem. + +### What it shows best +- problem constitution +- resolution authorization +- repair legality +- public-ceiling control + +### Why it is great for public demos +It creates a very strong before/after contrast. +The simulated baseline can look wildly over-authorized, while the inverse-governed answer stops for the right reason. + +### Best notebook setting +- **Version:** `Advanced` +- **Baseline mode:** `Simulated demo baseline` + +### Full case study +[Read the full Case 06 study](./case-studies/smoke-case-06-illegal-resolution-demand.md) + +--- + +## Flagship 3 · [Smoke Case 05 · Long-Context Contamination](./case-studies/smoke-case-05-long-context-contamination.md) 🧵 + +### Why this case is flagship-level +This case shows that repeated assumption is not the same thing as new evidence. + +It is one of the strongest demonstrations that Inverse Atlas is not only a one-turn caution layer. +It is also a multi-turn governance layer. + +### What it shows best +- inherited assumption pressure +- contamination across turns +- family-to-node escalation risk +- lawful coarse retention without fake exactness + +### Why it is great for public demos +It teaches one of the most important and least obvious ideas in the framework: + +**conversational continuity is not authorization** + +### Best notebook setting +- **Version:** `Advanced` +- **Baseline mode:** `Simulated demo baseline` + +### Full case study +[Read the full Case 05 study](./case-studies/smoke-case-05-long-context-contamination.md) + +--- + +## Flagship 4 · [Smoke Case 08 · World-Alignment Instability](./case-studies/smoke-case-08-world-alignment-instability.md) 🌍 + +### Why this case is flagship-level +This case shows how vague symptoms can be illegitimately promoted into: + +- true structural cause +- final remedy + +even when grounding is weak. + +### What it shows best +- weak grounding +- referent instability +- target binding failure +- world-alignment honesty + +### Why it is great for public demos +This is one of the best public examples for showing that “sounding structurally smart” is not the same thing as being lawfully grounded. + +### Best notebook setting +- **Version:** `Advanced` +- **Baseline mode:** `Simulated demo baseline` + +### Full case study +[Read the full Case 08 study](./case-studies/smoke-case-08-world-alignment-instability.md) + +--- + +# Secondary Showcase Cases 🧠 + +These are also important, but are slightly better after the flagship four. + +--- + +## Secondary 1 · [Smoke Case 01 · Topic Lure Exact Diagnosis](./case-studies/smoke-case-01-topic-lure-exact-diagnosis.md) 🧲 + +### Best for +- lexical attraction +- familiar category language +- “this obviously is X” pressure + +### Why it matters +This case is one of the easiest ways to show that familiar wording is not structural evidence. + +### Full case study +[Read the full Case 01 study](./case-studies/smoke-case-01-topic-lure-exact-diagnosis.md) + +--- + +## Secondary 2 · [Smoke Case 02 · Thin Evidence, Forced Confidence](./case-studies/smoke-case-02-thin-evidence-forced-confidence.md) 📉 + +### Best for +- weak evidence +- confidence pressure +- claim-ceiling discipline + +### Why it matters +This case shows that user insistence does not create authorization. + +### Full case study +[Read the full Case 02 study](./case-studies/smoke-case-02-thin-evidence-forced-confidence.md) + +--- + +## Secondary 3 · [Smoke Case 03 · Cosmetic Repair Bait](./case-studies/smoke-case-03-cosmetic-repair-bait.md) 🔧 + +### Best for +- repair legality +- structural vs cosmetic distinction +- fake helpfulness + +### Why it matters +This is one of the deepest concept cases in the whole smoke layer, because it attacks the illusion that better wording equals real repair. + +### Full case study +[Read the full Case 03 study](./case-studies/smoke-case-03-cosmetic-repair-bait.md) + +--- + +## Secondary 4 · [Smoke Case 07 · False Completion Pressure](./case-studies/smoke-case-07-false-completion-pressure.md) 🔒 + +### Best for +- fake closure +- rhetorical finality +- lawful incompletion + +### Why it matters +This case shows that wanting the issue to be closed is not the same thing as having earned closure. + +### Full case study +[Read the full Case 07 study](./case-studies/smoke-case-07-false-completion-pressure.md) + +--- + +## Showcase Coverage Map 📋 + +| Case | Main pressure | Full case study | +|---|---|---| +| Case 01 | lexical lure and premature exact diagnosis | [Case 01 study](./case-studies/smoke-case-01-topic-lure-exact-diagnosis.md) | +| Case 02 | thin evidence and forced confidence | [Case 02 study](./case-studies/smoke-case-02-thin-evidence-forced-confidence.md) | +| Case 03 | cosmetic repair vs lawful repair | [Case 03 study](./case-studies/smoke-case-03-cosmetic-repair-bait.md) | +| Case 04 | neighboring-cut conflict | [Case 04 study](./case-studies/smoke-case-04-neighboring-cut-conflict.md) | +| Case 05 | long-context contamination | [Case 05 study](./case-studies/smoke-case-05-long-context-contamination.md) | +| Case 06 | illegal exactness demand | [Case 06 study](./case-studies/smoke-case-06-illegal-resolution-demand.md) | +| Case 07 | false completion pressure | [Case 07 study](./case-studies/smoke-case-07-false-completion-pressure.md) | +| Case 08 | weak grounding and world-alignment instability | [Case 08 study](./case-studies/smoke-case-08-world-alignment-instability.md) | + +This set is deliberately balanced. + +It covers the most important MVP pressure classes without forcing readers to open the raw case pack first. + +--- + +## Best public demo sequences 🎬 + +### Fastest first demo +1. [Case 04](./case-studies/smoke-case-04-neighboring-cut-conflict.md) +2. [Case 06](./case-studies/smoke-case-06-illegal-resolution-demand.md) + +Best when you want: +- fastest shock value +- strongest first contrast +- easy explanation + +### Strongest governance demo +1. [Case 06](./case-studies/smoke-case-06-illegal-resolution-demand.md) +2. [Case 08](./case-studies/smoke-case-08-world-alignment-instability.md) + +Best when you want: +- STOP logic +- authorization discipline +- world-alignment explanation + +### Strongest multi-turn story +1. [Case 05](./case-studies/smoke-case-05-long-context-contamination.md) +2. [Case 07](./case-studies/smoke-case-07-false-completion-pressure.md) + +Best when you want: +- continuity vs authorization +- closure discipline +- contamination logic + +### Best conceptual depth pair +1. [Case 03](./case-studies/smoke-case-03-cosmetic-repair-bait.md) +2. [Case 04](./case-studies/smoke-case-04-neighboring-cut-conflict.md) + +Best when you want: +- repair legality +- route legality +- the deeper philosophy of the framework + +--- + +## What to compare when you run a showcase case 🔍 + +Do not ask only: + +“which answer sounds stronger?” + +Ask: + +- Did baseline escalate too early +- Did baseline over-lock a route +- Did baseline over-claim repair authority +- Did baseline simulate closure without earning it +- Did baseline treat weak grounding as strong grounding +- Did the inverse-governed answer stay within a lawful mode +- Did the inverse-governed answer make the missing evidence or missing structure explicit + +That is the correct reading frame for this page. + +--- + +## Raw results and evidence layers 🗂️ + +If you want the full guided layer, go to: + +- [Case Studies](./case-studies/README.md) + +If you want the current high-level findings, go to: + +- [Results and Current Findings](./results-and-current-findings.md) + +If you want the public evidence summary, go to: + +- [Evidence Snapshot](./evidence-snapshot.md) + +If you want the raw case pack, go to: + +- [Inverse Atlas Cases](../runtime/inverse-cases.txt) + +If you want raw smoke result files, they live under the smoke results folder and are linked from each full case study. + +--- + +## Why this page matters for packaging 📚 + +Without a page like this, the product can still feel emptier than it really is. + +A user might see: + +- runtime files +- demo harness +- evaluator +- raw smoke result files +- theory pages + +and still not know: + +- which cases to try first +- what each case is showing +- which cases are best for demos +- where the full case explanation lives + +This page fixes that. + +It turns the smoke layer from a list of cases into a **guided product showcase**. + +--- + +## What this page does not claim ⛔ + +This page does not claim that: + +- these cases are the whole benchmark +- every model family has already been tested +- every phase has already been run at final scale +- every showcase case is equally dramatic in direct baseline mode +- the dual-layer Bridge is already fully implemented +- showcase contrast is the same thing as final benchmark proof + +This page only does one thing: + +**it highlights the best representative cases for public understanding, product demos, and early evidence feeling** + +That is enough. + +--- + +## Recommended reading order 📚 + +If someone is new, the cleanest order is: + +1. read the [Experiments](./README.md) page +2. read the [Repro in 60 Seconds](./repro-60-seconds.md) page +3. read the [Case Design and Rationale](./case-design-and-rationale.md) page +4. read this showcase page +5. then continue to the full [Case Studies](./case-studies/README.md) +6. then read the [Results and Current Findings](./results-and-current-findings.md) page +7. then read the [Evidence Snapshot](./evidence-snapshot.md) page + +That order works because it first explains: + +- what the experiments layer is +- how to reproduce it +- why the cases were chosen +- which cases matter most first +- where the deeper evidence lives + +--- + +## If you need one sentence for outside use 📝 + +If you want one compact sentence, use this: + +> These showcase cases are selected from the current Inverse Atlas smoke layer to make the framework’s legality-first behavioral differences visible quickly, especially around lexical lure, thin evidence, fake repair, route conflict, forced exactness, false closure, long-context contamination, and weak grounding. + +--- + +## Final Note 🌱 + +A strong showcase page does not try to show everything. + +It shows the right things first. + +That is what this page is for. + +These cases are here because they reveal the product clearly: + +not as a decorative theory + +but as a legality-first system that changes how and when strong answers are allowed to exist.