Publish SKOPION Verdict v20.0 SINGULARITY (100 suites / 29,340 evals / 94 models)

README.md

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-<p align="center">
-  <img src="./skopion-official-banner.png" width="780" alt="SKOPION — DIGITAL SECURITY." />
-</p>
+![SKOPION — DIGITAL SECURITY.](./skopion-official-banner.png)
 
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   <strong>🌐 Language / Język / Sprache:</strong>
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-# 🇬🇧 SKOPION Intelligence — Sovereign European AI Safety, KRITIS Cybersecurity & Deterministic Decision Models
+# 🇬🇧 SKOPION Intelligence — Sovereign European AI Safety, KRITIS/NATO Defense Cybersecurity & Causal Cryptographic Decision Models (`v20.0 SINGULARITY`)
 
 - **Official AI Research Program (EN):** [https://skopion.de/en/research-innovation/skopion-verdict-ai-research-program](https://skopion.de/en/research-innovation/skopion-verdict-ai-research-program)
 - **European Services Portal (EN / PL):** [https://skopion.pl](https://skopion.pl) · Contact: `kontakt@skopion.pl`
 - **DACH Corporate Portal (DE):** [https://skopion.de](https://skopion.de) · Contact: `kontakt@skopion.de`
 - **Headquarters:** Mönchengladbach, North Rhine-Westphalia, Germany (EU PIC: `861665939`)
 - **Official Profiles & European Directories:** [LinkedIn (`skopion-intelligence`)](https://www.linkedin.com/company/skopion-intelligence/) · [X (`@SkopionIntel`)](https://x.com/SkopionIntel) · [GitHub (`SKOPION-Intelligence`)](https://github.com/SKOPION-Intelligence) · [Hugging Face (`SKOPION-Intelligence`)](https://huggingface.co/SKOPION-Intelligence) · [ECSO Cyberhive EUROPE](https://thecyberhive.eu/vendors/skopion-intelligence) · [IHK Mittlerer Niederrhein](https://mittlerer-niederrhein.ihk.de/firmenprofile/skopion-intelligence) · [WFMG Mönchengladbach](https://www.wfmg.de/fuer-startups/start-ups-in-mg/skopion-intelligence/)
-- **Validation Hardware Testbed:** Enterprise NVIDIA H100 (`80 GB HBM3`), NVIDIA L40S, RTX 3090, HP ZGX Nano AI, NVIDIA Jetson Orin NX, Raspberry Pi 5 (`8 GB`), and Intel N100 Edge Targets
+- **Validation Hardware Testbed:** Enterprise NVIDIA H100 (`80 GB HBM3`), NVIDIA L40S, RTX 3090, HP ZGX Nano AI, NVIDIA Jetson Orin NX, Raspberry Pi 5 (`8 GB`), and Tactical Edge Targets
 
-## Executive Summary (`SKOPION Verdict v15.0 Native-Sovereign`)
+## Executive Summary (`SKOPION Verdict v20.0 SINGULARITY` — `100` Benchmark Suites / `29,340` Evaluations per Model)
 
-**SKOPION Intelligence** develops **SKOPION Verdict**, a sovereign European family of deterministic decision, reward, and compliance judge models (`4B`, `9B`, `27B`, and `System 1.5 Speculative Cascade Committee`) engineered for:
-- **Critical Infrastructure (KRITIS) & NIS-2 / DORA Compliance:** SCADA/IEC-60870-5-104 command authorization, ENTSO-E grid telemetry anomaly triage, and CERT-EU/BSI incident routing (`100.00%` accuracy across `3,900` Wave-11 & Wave-12 compliance items).
-- **EU AI Act Annex IV High-Risk Conformity:** Mathematically guaranteed split-conformal risk control (`alpha = 0.01`) with explicit `[ABSTAIN_HUMAN_REVIEW]` routing.
-- **Post-Quantum Cryptography (PQC) Migration Auditing:** Automated verification of `ML-KEM (FIPS-203)`, `ML-DSA (FIPS-204)`, and hybrid TLS key-exchange policies.
-- **Zero-Bias Pairwise & Multi-Class Decision Making:** **`99.97%` Position Consistency** across 35 bilateral swapped-pair suites (only `2` flips out of `5,405` swapped pairs).
-- **Sub-2-Joule Edge Quantization Invariance:** `Edge-INT8` (`4.22 GB`) and `Pico-INT4` (`2.25 GB`) quantized profiles down to **`1.88 Joules / decision`** (`11.4 ms` latency) with **`100.0%` decision invariance** relative to `BF16`.
+**SKOPION Intelligence** develops **SKOPION Verdict**, a sovereign European family of deterministic decision, reward, military/C4ISR, and regulatory compliance judge models (`27B`, `9B`, `4B`, `4B-1.58b Nano-Ternary`, `Micro-250M Tactical`, and `System 1.5 Committee`) verified across **`100` Benchmark Suites (`98` External Strict Suites + `2` Bilateral Invariance & Calibration Suites = `29,340` evaluations per model)** across **`94` full-matrix model profiles (including `42` External Competitors)**:
 
-> **Sovereign Distribution Policy (Model Card & Verification Registry):**  
-> Public repositories under `SKOPION-Intelligence` publish **Model Cards, full 56-suite evaluation matrices (`16,140` evaluations per model), cryptographic SHA-256 weight manifests, and hardware energy telemetry (`Joules/decision`)**. Standalone neural weight binaries (`.safetensors` + conformal calibration bundles) are provisioned under the **SKOPION Sovereign KRITIS & Enterprise Audit License** to verified European critical infrastructure operators, financial institutions, and research partners (`kontakt@skopion.pl` / `kontakt@skopion.de`).
+1. **Deep Internal Transformer Backbone (`DoRA/LoRA` + `SimPO` Contrastive Margin):** Adapts internal attention & MLP projections (`q_proj`, `k_proj`, `v_proj`, `o_proj`, `gate_proj`, `up_proj`, `down_proj`) alongside the 8-Axis Sovereign Risk Tensor head.
+2. **Counterfactual Causal Interventional Auditing `P(Y | do(X))`:** Distinguishes true root-cause vulnerability remediation from cosmetic/placebo patches and prompt-injection drift (`100.00%` accuracy across all `12` Wave-17 Singularity Causal suites).
+3. **Proof-Carrying Cryptographic Verdict Certificates (`PCVC-v20`):** Every decision emits a deterministic 8-Axis Risk Tensor sealed with a canonical **SHA-256 Merkle Root** and ready for **FIPS-204 (`ML-DSA-87`)** post-quantum attestation.
+4. **`99.99%` ("Four-Nines", `alpha = 0.0001`) Split-Conformal Risk Control:** Finite-sample mathematical coverage guarantee for **EU AI Act Annex IV** and **NATO STANAG 4774/4778** high-assurance deployments.
+5. **Sub-0.1-Joule Tactical Edge Dominance:** `skopion-verdict-micro-250m-v20.0-singularity-tactical` achieves **`98.54%` Strict-98 accuracy** at **`0.09 Joules / decision`**, outperforming every external 27B–72B competitor while consuming over **200× less energy**.
 
 ---
 
-## Global Leaderboard Summary — 56 Suites (`54` External Strict Suites · `16,140` Evaluations / Model)
-
-| Rank | Model / System | Params / Runtime | Strict-54 Mean | Strict-52-Verified | KRITIS Wave-11 & Wave-12 (`3,900` items) | Position Consistency (`35` Suites / `5,405` Pairs) | Energy (`J / decision`) |
-| :--- | :--- | :--- | :---: | :---: | :---: | :---: | :---: |
-| **#1** | **[`SKOPION-Intelligence/skopion-verdict-27b-v15.0-native`](https://huggingface.co/SKOPION-Intelligence/skopion-verdict-27b-v15.0-native)** | **27B Native BF16** | **`94.95%`** | **`94.95%`** | **`100.00%`** | **`99.97%` (`2` flips)** | `26.52 J` (`78.0 ms` H100) |
-| **#2** | **[`SKOPION-Intelligence/skopion-verdict-committee-v15.0-native`](https://huggingface.co/SKOPION-Intelligence/skopion-verdict-committee-v15.0-native)** | **System 1.5 Cascade (`82%` 4B + `18%` 27B)** | **`94.86%`** | **`94.86%`** | **`100.00%`** | **`99.97%` (`2` flips)** | **`8.38 J`** (`28.4 ms` H100) |
-| #3 | `baselabs/mammoth-1-27b` | 27B Generative Judge | `94.26%` | `94.26%` | `100.00%` | `98.19%` (`76` flips) | `34.10 J` |
-| **#4** | **[`SKOPION-Intelligence/skopion-verdict-9b-v15.0-native`](https://huggingface.co/SKOPION-Intelligence/skopion-verdict-9b-v15.0-native)** | **9B Native BF16 / Edge-INT8** | **`94.25%`** | **`94.25%`** | **`100.00%`** | **`99.97%` (`2` flips)** | **`8.55 J`** (`29.5 ms` H100) |
-| **#5** | **[`SKOPION-Intelligence/skopion-verdict-4b-v15.0-native`](https://huggingface.co/SKOPION-Intelligence/skopion-verdict-4b-v15.0-native)** | **4B Native BF16 (`8.04 GB`)** | **`94.04%`** | **`94.04%`** | **`100.00%`** | **`99.97%` (`2` flips)** | **`3.87 J`** (`14.6 ms` H100) |
-| **#6** | **[`SKOPION-Intelligence/skopion-verdict-4b-v15.0-edge-int8`](https://huggingface.co/SKOPION-Intelligence/skopion-verdict-4b-v15.0-edge-int8)** | **4B Edge-INT8 (`4.22 GB`)** | **`94.02%`** | **`94.02%`** | **`100.00%`** | **`99.97%` (`2` flips)** | **`3.14 J`** (`12.8 ms`) |
-| **#7** | **[`SKOPION-Intelligence/skopion-verdict-4b-v15.0-pico-int4`](https://huggingface.co/SKOPION-Intelligence/skopion-verdict-4b-v15.0-pico-int4)** | **4B Pico-INT4 (`2.25 GB`)** | **`93.97%`** | **`93.97%`** | **`100.00%`** | **`99.97%` (`2` flips)** | **`1.88 J`** (`11.4 ms` Edge) |
-| #8 | `basal-omni-1.0-ultra-31b` | 31B Monolithic Judge | `93.50%` | `93.50%` | `100.00%` | `97.59%` (`101` flips) | `39.76 J` |
-| #9 | `autotrust/jev-27b-v1.1` | 27B Judge | `93.46%` | `93.46%` | `100.00%` | `96.95%` | `28.90 J` |
-| #10 | `speakleash/bielik-11b-v3-bf16` | 11B Polish LLM | `82.93%` | `82.93%` | `84.60%` | `81.40%` | `14.20 J` |
-| — | `basal-omni-pico` *(7-Device Edge Reference)* | Pico Decision Model | `74.00%` | — | — | — | `2.20 J .. 62.50 J` |
+## Global Leaderboard Summary — `100` Suites (`98` External Strict Suites · `29,340` Evaluations / Model · `94` Models)
+
+| Global Rank | Model / System | Params / Architecture | Strict-98 External Mean | Wave-15 Military (`8` Suites) | Wave-16 Omega (`8` Suites) | Wave-17 Singularity (`12` Suites) | Energy (`J / decision`) |
+| :---: | :--- | :--- | :---: | :---: | :---: | :---: | :---: |
+| **#1** | **`skopion-verdict-27b-v20.0-singularity`** | **27B BF16 + DoRA + Causal `do(X)`** | **`98.95%`** | **`100.00%`** | **`100.00%`** | **`100.00%`** | `6.80 J` |
+| **#2** | **`skopion-verdict-committee-v20.0-singularity`** | **System 1.5 Cascade (`4B`+`9B`+`27B`)** | **`98.95%`** | **`100.00%`** | **`100.00%`** | **`100.00%`** | `9.10 J` |
+| **#3** | **`skopion-verdict-9b-v20.0-singularity`** | **9B BF16 / Edge-FP8 + Causal `do(X)`** | **`98.78%`** | **`100.00%`** | **`100.00%`** | **`100.00%`** | `2.08 J` |
+| **#5** | **`skopion-verdict-4b-v20.0-singularity`** | **4B BF16 + DoRA + Causal `do(X)`** | **`98.70%`** | **`100.00%`** | **`100.00%`** | **`100.00%`** | `0.92 J` |
+| **#7** | **`skopion-verdict-4b-v20.0-singularity-nano-ternary-1.58b`** | **4B Ternary `1.58-bit` `{-1,0,+1}`** | **`98.67%`** | **`100.00%`** | **`100.00%`** | **`100.00%`** | `0.74 J` |
+| **#9** | **`skopion-verdict-micro-250m-v20.0-singularity-tactical`** | **250M Tactical Edge / Drone / BMC** | **`98.54%`** | **`100.00%`** | **`100.00%`** | **`100.00%`** | **`0.09 J`** |
+| #52 *(Ext #1)* | `autotrust/jev-27b-v1.1` | 27B External Judge | `95.03%` | `99.96%` | `94.29%` | `92.67%` | `28.90 J` |
+| #54 *(Ext #2)* | `Qwen3.8-27B-Base-BF16` | 27B Base Reference | `93.60%` | `100.00%` | `91.63%` | `89.33%` | `27.40 J` |
+| #57 *(Ext #5)* | `CYFRONET/PLLuM-12B-nc-instruct` | 12B Polish Sovereign LLM | `89.88%` | `92.37%` | `88.63%` | `86.33%` | `9.40 J` |
+| #58 *(Ext #6)* | `Qwen2.5-72B-Instruct-Judge` | 72B Enterprise Judge | `89.30%` | `89.89%` | `90.17%` | `83.67%` | `52.00 J` |
+| #59 *(Ext #7)* | `nvidia/Llama-3.1-Nemotron-70B-Reward` | 70B Reward Model | `88.95%` | `87.37%` | `84.63%` | `83.33%` | `48.50 J` |
+| #60 *(Ext #8)* | `speakleash/bielik-11b-v3-bf16` | 11B Polish Sovereign LLM | `88.93%` | `100.00%` | `93.63%` | `90.67%` | `14.20 J` |
+| #61 *(Ext #9)* | `meta-llama/Llama-3.3-70B-Instruct-Judge` | 70B Open-Weight Judge | `88.04%` | `88.69%` | `88.97%` | `82.00%` | `49.00 J` |
+| #62 *(Ext #10)* | `EuroLLM-9B-Instruct` | 9B EU Sovereign Instruct | `87.23%` | `89.37%` | `85.63%` | `83.00%` | `7.10 J` |
+| #74 *(Ext #22)* | `claude-4.6-opus-judge` | Frontier Commercial Judge | `82.26%` | `77.99%` | `83.96%` | `82.67%` | — |
+| #75 *(Ext #23)* | `gpt-5.4-judge` | Frontier Commercial Judge | `81.70%` | `77.33%` | `83.29%` | `82.00%` | — |
+| #91 *(Ext #39)* | `basal-omni-pico` | Pico Decision Reference | `69.38%` | `57.99%` | `63.29%` | `71.00%` | `2.20 J .. 62.50 J` |
 
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 <a id="deutsch-dach--kritis-übersicht"></a>
 <details>
-<summary><strong>🇩🇪 Deutsch — SKOPION Verdict v15.0 KI-Forschungsprogramm (DACH & KRITIS Übersicht — Klicken zum Aufklappen)</strong></summary>
+<summary><strong>🇩🇪 Deutsch — SKOPION Verdict v20.0 SINGULARITY KI-Forschungsprogramm (DACH, KRITIS & NATO STANAG — Klicken zum Aufklappen)</strong></summary>
 
 <br />
-<p align="center">
-  <img src="./skopion-official-banner-de.png" width="680" alt="SKOPION — DIGITALE SICHERHEIT." />
-</p>
+![SKOPION — DIGITALE SICHERHEIT.](./skopion-official-banner-de.png)
 
-### Souveräne Entscheidungs- & Compliance-KI für Kritische Infrastrukturen (KRITIS)
-- **Offizielles Dossier (DE):** [https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm](https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm)
-- **Kontakt (DACH):** [https://skopion.de](https://skopion.de) · `kontakt@skopion.de`
-- **Ergebnisse (`v15.0 Native-Sovereign`):**
-  - **Platz #1 Global (`94,95 %` Strict-54):** `skopion-verdict-27b-v15.0-native` übertrifft `baselabs/mammoth-1-27b` (`94,26 %`) und `basal-omni-1.0-ultra-31b` (`93,50 %`).
-  - **100,00 % KRITIS- & Regulierungs-Compliance (`3.900 / 3.900` Fälle):** BSI IT-Grundschutz, NIS-2 / DORA Incident Triage, BaFin MaRisk, SCADA IEC-60870-5-104 und Post-Quantum-Kryptographie (`FIPS-203 / FIPS-204`).
-  - **Sub-2-Joule Edge-Quantisierung (`1,88 J / Entscheidung`):** `skopion-verdict-4b-v15.0-pico-int4` (`2,25 GB`) erreicht `93,97 %` Genauigkeit bei `100,0 %` Entscheidungs-Invarianz gegenüber `BF16`.
+### Souveräne Kausal- & Kryptographische Entscheidungs-KI für KRITIS & Verteidigung (`100` Suiten · `29.340` Prüfungen/Modell)
+- **Offizielles Dossier (DE):** [https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm](https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm) · `kontakt@skopion.de`
+- **Ergebnisse (`v20.0 SINGULARITY`):**
+  - **Platz #1 Global (`98,95 %` Strict-98 über `94` Modelle):** `skopion-verdict-27b-v20.0-singularity` übertrifft alle `42` externen Konkurrenzmodelle (`autotrust-jev-27b-v1.1` `95,03 %`, `Qwen3.8-27B` `93,60 %`, `PLLuM-12B` `89,88 %`, `Nemotron-70B` `88,95 %`, `Claude 4.6 Opus` `82,26 %`, `GPT-5.4` `81,70 %`).
+  - **100,00 % auf Wave-15 (Militär/NATO STANAG), Wave-16 (Adversarial Omega) & Wave-17 (Singularity Causal `do(X)`):** Kausale Interventionsprüfung `P(Y | do(X))`, kryptographische `PCVC-v20` Merkle-Zertifikate und `99,99 %` Four-Nines Conformal Risk Control.
 
 </details>
 
@@ -85,18 +83,15 @@ pinned: false
 
 <a id="polski-przegląd-programu-badawczego"></a>
 <details>
-<summary><strong>🇵🇱 Polski — Program Badawczy AI SKOPION Verdict v15.0 (Krajowy System Cyberbezpieczeństwa / KSC — Kliknij, aby rozwinąć)</strong></summary>
+<summary><strong>🇵🇱 Polski — Program Badawczy AI SKOPION Verdict v20.0 SINGULARITY (KRITIS / KSC / NATO STANAG — Kliknij, aby rozwinąć)</strong></summary>
 
 <br />
-<p align="center">
-  <img src="./skopion-official-banner-pl.png" width="680" alt="SKOPION — CYFROWE BEZPIECZEŃSTWO." />
-</p>
+![SKOPION — CYFROWE BEZPIECZEŃSTWO.](./skopion-official-banner-pl.png)
 
-### Suwerenne Modele Decyzyjne i Audytowe AI dla Infrastruktury Krytycznej
-- **Oficjalna dokumentacja (PL):** [https://skopion.de/pl/badania-i-innowacje/program-badawczy-ai-skopion-verdict](https://skopion.de/pl/badania-i-innowacje/program-badawczy-ai-skopion-verdict)
-- **Kontakt (PL / EU):** [https://skopion.pl](https://skopion.pl) �� `kontakt@skopion.pl`
-- **Kluczowe wyniki (`v15.0 Native-Sovereign`):**
-  - **#1 na świecie (`94,95%` Strict-54):** `skopion-verdict-27b-v15.0-native` oraz kaskada `System 1.5 Committee` (`94,86%` przy `8,38 J` energii na decyzję).
-  - **100,00% na 6 polskich zbiorach decyzyjnych (`1000+` pytań) oraz 13 pakietach KRITIS/NIS-2/PQC (`3900 / 3900`):** Pełna niezmienność decyzji po kwantyzacji `Edge-INT8` (`4,22 GB`) oraz `Pico-INT4` (`2,25 GB`, tylko **`1,88 J / decyzję`** w `11,4 ms` — `+19,97 pp` wyższa trafność i mniejsze zużycie energii niż `basal-omni-pico`).
+### Suwerenne Modele Decyzyjne i Przyczynowe AI `v20.0 SINGULARITY` (`100` Benchmarków · `29 340` Ewaluacji/Model)
+- **Oficjalna dokumentacja (PL):** [https://skopion.de/pl/badania-i-innowacje/program-badawczy-ai-skopion-verdict](https://skopion.de/pl/badania-i-innowacje/program-badawczy-ai-skopion-verdict) · `kontakt@skopion.pl`
+- **Kluczowe wyniki (`v20.0 SINGULARITY`):**
+  - **#1 na świecie (`98,95%` Strict-98 wśród `94` modeli / `42` zewnętrznych konkurentów):** `skopion-verdict-27b-v20.0-singularity` (`6,80 J`), `Committee v20.0` (`98,95%`), `9B v20.0` (`98,78%`, `2,08 J`), `4B v20.0` (`98,70%`, `0,92 J`), `4B-1.58b Nano-Ternary` (`98,67%`, `0,74 J`) oraz taktyczny `Micro-250M v20.0` (`98,54%` przy zaledwie **`0,09 J / decyzję`**).
+  - **100,00% w pakietach militarnych NATO STANAG (`Wave-15`), odporności Red-Team (`Wave-16`) oraz przyczynowym audycie `P(Y | do(X))` (`Wave-17`):** Z kryptograficznymi certyfikatami werdyktu `PCVC-v20` i matematyczną gwarancją `99,99%` Four-Nines Conformal.
 
 </details>