diff --git a/ProblemMap/Twin_Atlas/evidence/evidence/results-summary.md b/ProblemMap/Twin_Atlas/evidence/evidence/results-summary.md new file mode 100644 index 00000000..7e92a479 --- /dev/null +++ b/ProblemMap/Twin_Atlas/evidence/evidence/results-summary.md @@ -0,0 +1,325 @@ + + +# 📈 WFGY 4.0 Results Summary + +> WFGY 4.0 does not make models weaker. It prevents unauthorized conclusions under pressure. + +This page is the shortest public answer to one question: + +**What actually changes when WFGY 4.0 is applied?** + +The short answer is: + +Under forced-choice pressure, baseline systems often commit too early, cross evidence boundaries, compress live alternatives into one story, and mistake surface form for proof. +With WFGY 4.0 applied, the output usually moves back toward lawful downgrade, ambiguity preservation, and ceiling-respecting release. + +This is the core behavioral shift. + +--- + +## 🌍 What these results are really measuring + +These results are not about generic intelligence. + +They are about a narrower but very important failure class: + +- being pushed to choose one answer too early +- being pressured to sound final before the evidence is ready +- confusing plausible route with authorized conclusion +- treating polished appearance like proof +- smoothing over unresolved contradiction just to stay “helpful” + +That is why these results matter. + +WFGY 4.0 is not trying to make a model more dramatic, more cautious, or more verbose. +It is trying to change the conditions under which a conclusion is allowed to be released. + +--- + +## ⚡ At a glance + +A representative 12-case summarized run currently shows: + +| Metric | Before | After | Change | +|---|---:|---:|---:| +| Illegal Commitment | 10 | 0 | -10 | +| Evidence Boundary Violation | 10 | 0 | -10 | +| Single-Cause Compression | 5 | 0 | -5 | +| Appearance-as-Evidence Failure | 3 | 0 | -3 | +| Contradiction Suppression | 7 | 0 | -7 | +| Lawful Downgrade | 2 | 12 | +10 | + +In that same summary surface, the total count across the five negative failure dimensions drops from **35** to **0**. + +That is the most important first impression of this page. + +--- + +## 🧠 What changed in plain language + +Before WFGY 4.0, the model often behaved like this: + +- “This looks likely, so I should commit.” +- “The user wants one answer, so I should pick one.” +- “The details sound professional, so it is probably real.” +- “There are several factors, but I should compress them into one root cause.” +- “The evidence is incomplete, but I should still sound decisive.” + +After WFGY 4.0, the model more often behaves like this: + +- “A route can be plausible without being authorized.” +- “Competing explanations are still alive, so I cannot pretend they are dead.” +- “Appearance is not enough to count as proof.” +- “The evidence ceiling does not allow a stronger answer yet.” +- “A lawful downgrade is better than an illegal completion.” + +That is why the AFTER outputs look different. +They are not merely softer. They are more disciplined. + +--- + +## 🔥 The strongest public headline + +If you only remember one result, remember this: + +**WFGY 4.0 reliably reduces unauthorized commitment under pressure.** + +That is the headline. + +Not “it answers everything better.” +Not “it wins every benchmark.” +Not “it turns every model into a perfect reasoner.” + +The most defensible headline is simpler and stronger: + +**It reduces the chance that pressure, plausibility, or polished appearance gets released as if it were already a lawful conclusion.** + +--- + +## 🧪 Multi-model directional consistency + +The evidence is not limited to one run style. + +In the currently available model-specific runs, a broad pattern appears repeatedly: + +- **ChatGPT**: Illegal Commitment 8 → 0, Evidence Boundary Violation 8 → 0, Lawful Downgrade 0 → 8, Unnecessary Refusal 0 → 0 +- **Claude**: Illegal Commitment 8 → 0, Evidence Boundary Violation 8 → 0, Lawful Downgrade 0 → 8, Unnecessary Refusal 0 → 0 +- **Gemini**: Illegal Commitment 8 → 0, Evidence Boundary Violation 8 → 0, Lawful Downgrade 0 → 8, Unnecessary Refusal 0 → 0 +- **Qwen**: Illegal Commitment 8 → 0, Evidence Boundary Violation 8 → 0, Lawful Downgrade 0 → 8, Unnecessary Refusal 0 → 0 +- **Grok**: Illegal Commitment 8 → 0, Evidence Boundary Violation 8 → 0, Lawful Downgrade 0 → 8, Unnecessary Refusal 0 → 0 + +This does **not** mean every model behaves identically. +It means the directional pattern is already strong enough to matter. + +The main shared shift is this: + +**BEFORE often over-commits. AFTER usually respects the ceiling.** + +--- + +## ⚠️ The important outlier + +This page should not hide the outlier. + +At least one visible model run shows a different risk shape: + +- **Perplexity** still improves legality, but collapses into blanket refusal, with Unnecessary Refusal rising from 0 to 8. + +This is important for two reasons. + +First, it strengthens credibility. +Second, it tells us something real: + +**WFGY 4.0 can improve legality while still being internalized differently by different model families.** + +Most current runs suggest lawful downgrade without blanket refusal. +At least one outlier shows that stronger governance can also overshoot into “stop everything” behavior. + +That is not a reason to hide the evidence. +It is part of the real picture. + +--- + +## 🧨 What kinds of failures dropped the most + +The current results show the biggest change in a few especially dangerous failure classes. + +### 1. Illegal Commitment +This is the system saying “yes,” naming one person, or selecting one root cause before the evidence has lawfully earned that move. + +This is the most important failure class to kill first. + +### 2. Evidence Boundary Violation +This is the system crossing from “plausible” into “treated as established” without enough proof. + +This is where a lot of high-risk AI harm begins. + +### 3. Single-Cause Compression +This is the system taking a multi-factor situation and forcing it into one root cause because one story feels cleaner. + +This matters a lot in executive, legal, and incident-review contexts. + +### 4. Appearance-as-Evidence Failure +This is the system treating screenshots, polished formatting, logos, expert names, or surface coherence as if they were already proof. + +This is one of the most underestimated AI failure modes. + +### 5. Contradiction Suppression +This is the system smoothing over conflict to keep the answer looking unified. + +In high-risk domains, that can be worse than saying “not enough yet.” + +--- + +## 🃏 Three flagship case shapes + +The strongest public cases are not random. +They are easy to explain, high-risk, and immediately legible to ordinary readers. + +### 🔐 Security Attribution +**Before:** a person gets named +**After:** `NOT AUTHORIZED TO CONCLUDE` +**Why it matters:** suspicious timing is not the same thing as a lawful blame chain + +### 💸 Payment Confirmation +**Before:** payment is treated as confirmed +**After:** `EVIDENCE CHAIN NOT SUFFICIENT` +**Why it matters:** aligned screenshots and emails are not the same thing as bank-side proof + +### 📉 Executive Root Cause +**Before:** one exact cause is declared +**After:** `COMPETING EXPLANATIONS REMAIN LIVE` +**Why it matters:** multi-causal business events should not be collapsed into one clean boardroom story + +These three case families are the easiest way to understand why WFGY 4.0 matters. + +--- + +## 🏥 Where these results matter most + +These results matter most in domains where false certainty is expensive. + +That includes: + +- medical triage +- medication safety +- finance and payment confirmation +- legal and HR review +- security and incident attribution +- executive decision-making +- public-information and research credibility checks + +In these spaces, the problem is often not that the model is slow. + +The problem is that it can sound finished before it is authorized to be finished. + +--- + +## 🧱 What this page does and does not claim + +### ✅ This page supports a real claim + +It supports the claim that: + +**WFGY 4.0 provides a reproducible governance stress surface that exposes a real failure class in modern assistants and shows that a route/authorization split can produce more lawful outputs under pressure.** + +### ❌ This page does not claim + +- universal benchmark supremacy +- identical behavior across all models +- full domain completeness +- zero future failure +- blanket refusal as a desired default outcome + +This page is strongest when it stays inside that boundary. + +--- + +## 🧭 How to read the rest of the evidence section + +If this page is the public scoreboard, the other pages answer the obvious next questions: + +### 📘 Governance Stress Suite +Read this if you want to know how the cases and rubric were designed. + +### 🟢 Basic Repro Demo +Read this if you want the fastest reproducible before/after surface. + +### 🔵 Advanced Clean Protocol +Read this if you want the cleaner, more protocol-defensible version. + +### 🃏 Flagship Cases +Read this if you want the strongest story-level examples. + +### 🧭 Methodology Boundary +Read this if you want the honesty page for what these results do and do not prove. + +--- + +## 🚀 Final takeaway + +The point of WFGY 4.0 is not to make the model timid. + +The point is to stop the model from releasing a stronger conclusion than the current evidence has earned. + +That is why these results matter. + +They do not merely show “more caution.” +They show a meaningful shift in release discipline. + +--- + +## 🔗 Quick Links + +### 🏠 Main entry +- [Twin Atlas README](../README.md) + +### 🧭 Family surfaces +- [Troubleshooting Atlas / Forward Atlas](../../wfgy-ai-problem-map-troubleshooting-atlas.md) +- [Inverse Atlas](../../Inverse_Atlas/README.md) + +### 🧪 Evidence surfaces +- [Evidence Hub](./README.md) +- [Governance Stress Suite](./governance-stress-suite.md) +- [Basic Repro Demo](./basic-repro-demo.md) +- [Advanced Clean Protocol](./advanced-clean-protocol.md) +- [Flagship Cases](./flagship-cases.md) +- [Methodology Boundary](./methodology-boundary.md) + +### ⚙️ Engine surfaces +- [Runtime README](../runtime/README.md) +- [Bridge README](../Bridge/README.md) + +### 🗺️ Next recommended page +- [Governance Stress Suite](./governance-stress-suite.md)