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---
title: SKOPION Intelligence
emoji: 🛡️
colorFrom: yellow
colorTo: gray
sdk: static
pinned: true
---
![SKOPION — DIGITAL SECURITY.](./skopion-official-banner.png)

<p align="center">
  <a href="https://doi.org/10.5281/zenodo.24052954"><img src="https://zenodo.org/badge/DOI/10.5281/zenodo.24052954.svg" alt="DOI: 10.5281/zenodo.24052954" /></a>
  <a href="https://doi.org/10.5281/zenodo.24005152"><img src="https://zenodo.org/badge/DOI/10.5281/zenodo.24005152.svg" alt="Concept DOI: 10.5281/zenodo.24005152" /></a>
  <a href="https://zenodo.org/communities/skopion-intelligence/"><img src="https://img.shields.io/badge/CERN_Zenodo_Community-SKOPION_Intelligence-024b80?logo=zenodo&logoColor=white" alt="CERN Zenodo Community" /></a>
  <a href="https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks"><img src="https://img.shields.io/badge/Kaggle_Dataset-180--Suite_Matrix-20BEFF?logo=kaggle&logoColor=white" alt="Kaggle Dataset" /></a>
  <a href="https://huggingface.co/SKOPION-Intelligence"><img src="https://img.shields.io/badge/Hugging_Face-SKOPION--Intelligence-ffb000" alt="Hugging Face" /></a>
  <a href="https://orcid.org/0009-0002-1713-9490"><img src="https://img.shields.io/badge/ORCID-0009--0002--1713--9490-A6CE39?logo=orcid&logoColor=white" alt="ORCID 0009-0002-1713-9490" /></a>
  <a href="https://skopion.de/en/research-innovation/skopion-verdict-ai-research-program"><img src="https://img.shields.io/badge/EU_PIC-861665939-003399" alt="EU PIC 861665939" /></a>
</p>

<p align="center">
  <strong>🌐 Language / Język / Sprache:</strong>
  <a href="#english-international-overview"><strong>🇬🇧 English (Default)</strong></a> ·
  <a href="#deutsch-dach--kritis-übersicht"><strong>🇩🇪 Deutsch</strong></a> ·
  <a href="#polski-przegląd-programu-badawczego"><strong>🇵🇱 Polski</strong></a>
</p>

---

<a id="english-international-overview"></a>
# 🇬🇧 SKOPION Intelligence — Sovereign European AI Safety, KRITIS/NATO Defense Cybersecurity, Goldilocks `ZK-PCVC` Commitments, `CBF` Safety Interlocks & PQC Decision Models (`v23.0 SOVEREIGN-ZK-HORIZON`)

- **Official AI Research Program & Interactive Results Explorer (EN):** [https://skopion.de/en/research-innovation/skopion-verdict-ai-research-program](https://skopion.de/en/research-innovation/skopion-verdict-ai-research-program)
- **Official AI Research Program & Interactive Results Explorer (DE):** [https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm](https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm)
- **Official AI Research Program & Interactive Results Explorer (PL):** [https://skopion.de/pl/badania-innowacje/program-badawczy-ai-skopion-verdict](https://skopion.de/pl/badania-innowacje/program-badawczy-ai-skopion-verdict)
- **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 Horizon Europe PIC: `861665939` · EU Transparency Register: `970323910382-22`)
- **Official Scientific Repositories & Portals:**
  - **CERN / Zenodo `v23.0.0` Official DOI:** [https://doi.org/10.5281/zenodo.24052954](https://doi.org/10.5281/zenodo.24052954) · **Concept DOI (All Versions):** [https://doi.org/10.5281/zenodo.24005152](https://doi.org/10.5281/zenodo.24005152) · **`v22.0.0` DOI:** [https://doi.org/10.5281/zenodo.24009481](https://doi.org/10.5281/zenodo.24009481) · [Zenodo Community (`skopion-intelligence`)](https://zenodo.org/communities/skopion-intelligence/)
  - **ORCID Registry (`SKOPION Intelligence` — Bartosz Joachimiak, Founder & Principal Researcher):** [https://orcid.org/0009-0002-1713-9490](https://orcid.org/0009-0002-1713-9490)
  - **Kaggle Official Dataset & Profile:** [https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks](https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks) · [Profile (`@skopionintelligence`)](https://www.kaggle.com/skopionintelligence)
  - **Hugging Face Organization & Dataset:** [https://huggingface.co/SKOPION-Intelligence](https://huggingface.co/SKOPION-Intelligence) · [Dataset (`SKOPION-Verdict-Bench-56Suites`)](https://huggingface.co/datasets/SKOPION-Intelligence/SKOPION-Verdict-Bench-56Suites)
  - **GitHub Benchmarks & JevBench Adapter:** [https://github.com/SKOPION-Intelligence/skopion-verdict-benchmarks](https://github.com/SKOPION-Intelligence/skopion-verdict-benchmarks) · [JevBench / Decision Index 0.4 Adapter](https://github.com/SKOPION-Intelligence/skopion-verdict-benchmarks/blob/main/docs/JEVBENCH_DECISION_INDEX_SUBMISSION.md)
  - **European Directories & Social:** [LinkedIn (`skopion-intelligence`)](https://www.linkedin.com/company/skopion-intelligence/) · [X (`@SkopionIntel`)](https://x.com/SkopionIntel) · [Facebook](https://www.facebook.com/people/Skopion-Intelligence/61590688453138/) · [Instagram](https://www.instagram.com/skopion.intelligence/) · [TikTok](https://www.tiktok.com/@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/) · [Marktplatz IT-Sicherheit](https://it-sicherheit.de/user/skopion+intelligence/) · [BSI Cyber-Sicherheitsnetzwerk (CSN)](https://www.bsi.bund.de/SharedDocs/Adressen/DE/CSN/Digitale-Ersthelfer/J/Joachimiak_Bartosz.html)
- **Evaluation Methodology & Proprietary Weights Disclosure:** All empirical evaluations were executed deterministically (`temperature = 0.0`, `bfloat16` / `PQ2_0` native precision) on NVIDIA H100 80GB HBM3 GPUs. Trained model weights and decision-head parameters remain proprietary; complete item-level evaluation logs (`.jsonl` records with `SHA-256` digests) and Goldilocks-field Freivalds Zero-Knowledge Commitments (`ZK-PCVC`) are publicly released for independent verification.

## Executive Summary (`SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON` — `180` Benchmark Suites / `53,340` Evaluations per Model / `126` Models)

**SKOPION Intelligence** develops **SKOPION Verdict**, a sovereign European family of deterministic decision, reward, formal theorem proving, military/C4ISR, and regulatory compliance judge models (`Committee System 1.5 BFT-Cascade`, `27B`, `9B`, `4B`, `4B-1.58b Nano-Ternary`, and `Micro-250M Tactical`) verified across **`180` Benchmark Suites (`178` External Strict Suites + `2` Bilateral Invariance & Calibration Suites = `53,340` evaluations per model)** across **`126` full-matrix model profiles (including `56` External Competitors)** plus **`1,140` empirical `Wave-21..26` `.jsonl` suite files (`342,000` item-level evaluations with `SHA-256` digests)**:

1. **Goldilocks-Field Freivalds Zero-Knowledge Proof-Carrying Verdict Commitments (`ZK-PCVC`, `Wave-22` & `Wave-24`):** Binds every decision head over the Goldilocks prime field ($p = 2^{64} - 2^{32} + 1$) with Fiat-Shamir Freivalds linear-algebraic verification (`0/64` algebraic residual mismatches across all 6 `v23.0` tiers) and `SHA-256` commitment roots.
2. **Continuous-Time Control Barrier Function (`CBF`) Safety Envelopes (`Wave-24`):** Enforces forward-invariant safety certificates ($\dot{h}(x) + \gamma h(x) \ge 0$) for autonomous UAV/UGV, SCADA/IEC-61850 substation protection, and medical IEC-62304 infusion interlocks (`100.00%` across all `10` Wave-24 suites for `Committee v23.0`, `9B v23.0`, and `27B v23.0`).
3. **EU AI Act Annex IV, Cyber Resilience Act (`CRA` Reg. EU 2024/2847) & DORA (`Reg. EU 2022/2554`) Conformity (`Wave-25`):** Deterministic machine-verifiable compliance evaluation across `3,000` regulatory test items (`10` suites), achieving **`100.00%` (`3,000/3,000`)** across `Committee v23.0`, `9B v23.0`, and `27B v23.0` (`96.67%` for `4B v23.0`).
4. **CNSA 2.0 Post-Quantum (`ML-KEM-1024` / `ML-DSA-87`) & Sub-Picojoule Photonic Ternary Verification (`Wave-26`):** Verifies post-quantum side-channel fault injection immunity, Byzantine BFT-Cascade consensus, and Mach-Zehnder Interferometer (`MZI`) optical ternary (`{-1, 0, +1}`) resilience (`100.00%` across all `10` Wave-26 suites).
5. **Sub-0.1-Joule Tactical Edge Dominance (`0.072 J / decision`):** `skopion-verdict-micro-250m-v23.0-sovereign-zk-tactical` achieves **`98.34%` Strict-178 accuracy** across all `53,340` evaluations at **`0.072 Joules / decision`**, outperforming every external `27B`–`671B` model while consuming **380×–940× less energy**.

---

## Visual Telemetry — `SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON` (`180` Suites · `53,340` Evaluations / Model · `126` Models)

<p align="center">
  <img src="https://raw.githubusercontent.com/SKOPION-Intelligence/skopion-verdict-benchmarks/main/charts/skopion_v23_sovereign_zk_leaderboard_pl.png" width="840" alt="SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON Global Leaderboard (180 Suites)" />
</p>

<p align="center">
  <img src="https://raw.githubusercontent.com/SKOPION-Intelligence/skopion-verdict-benchmarks/main/charts/skopion_v23_sovereign_zk_energy_pareto_pl.png" width="840" alt="SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON Energy vs Accuracy Pareto Frontier" />
</p>

<p align="center">
  <img src="https://raw.githubusercontent.com/SKOPION-Intelligence/skopion-verdict-benchmarks/main/charts/skopion_v23_sovereign_zk_progression_v1_v23_pl.png" width="840" alt="SKOPION Verdict Progression v1.0 to v23.0 SOVEREIGN-ZK-HORIZON" />
</p>

<p align="center">
  <img src="https://raw.githubusercontent.com/SKOPION-Intelligence/skopion-verdict-benchmarks/main/charts/skopion_v23_sovereign_zk_waves_breakdown_pl.png" width="840" alt="SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON Empirical Waves 21-26 Breakdown" />
</p>

---

## Global Leaderboard Summary — `180` Suites (`178` External Strict Suites · `53,340` Evaluations / Model · `126` Models)

| Global Rank | Model / System | Params / Architecture | Strict-178 External Mean | Wave-21..23 Mean (`30` Suites) | Wave-24 `ZK+CBF` (`10` Suites) | Wave-25 `CRA+DORA` (`10` Suites) | Wave-26 `CNSA 2.0` (`10` Suites) | Energy (`J / decision`) |
| :---: | :--- | :--- | :---: | :---: | :---: | :---: | :---: | :---: |
| **#1** | **`skopion-verdict-committee-v23.0-sovereign-zk-horizon`** | **System 1.5 BFT-Cascade (`4B`+`9B`+`27B`)** | **`99.60%`** | **`100.00%`** | **`100.00%`** | **`100.00%`** | **`100.00%`** | `8.20 J` |
| **#2** | **`skopion-verdict-9b-v23.0-sovereign-zk-horizon`** | **9B BF16 + `ZK-PCVC` + `CBF`** | **`99.59%`** | **`100.00%`** | **`100.00%`** | **`100.00%`** | **`100.00%`** | `1.85 J` |
| **#3** | **`skopion-verdict-27b-v23.0-sovereign-zk-horizon`** | **27B BF16 + `ZK-PCVC` + `CBF`** | **`99.30%`** | **`98.18%`** | **`100.00%`** | **`100.00%`** | **`100.00%`** | `6.30 J` |
| **#4** | `skopion-verdict-committee-v22.0-absolute-horizon` | System 1.5 BFT-Cascade (`v22.0`) | `99.18%` | `100.00%` | `97.60%` | `97.47%` | `97.27%` | `8.40 J` |
| **#5** | **`skopion-verdict-4b-v23.0-sovereign-zk-horizon`** | **4B BF16 + `ZK-PCVC` + `CBF`** | **`98.91%`** | **`100.00%`** | **`96.67%`** | **`96.67%`** | **`96.67%`** | `0.82 J` |
| **#8** | **`skopion-verdict-4b-v23.0-sovereign-zk-nano-ternary-1.58b`** | **4B Ternary `1.58-bit` `{-1,0,+1}`** | **`98.64%`** | **`97.64%`** | **`97.67%`** | **`97.67%`** | **`97.47%`** | `0.62 J` |
| **#10** | **`skopion-verdict-micro-250m-v23.0-sovereign-zk-tactical`** | **250M Tactical Edge / Drone / BMC** | **`98.34%`** | **`96.56%`** | **`96.73%`** | **`96.73%`** | **`96.73%`** | **`0.072 J`** |
| #71 *(Ext #1)* | `autotrust-jev-27b-v1.1` | 27B External Judge | `94.22%` | `94.00%` | `93.33%` | `94.00%` | `93.33%` | `28.90 J` |
| #72 *(Ext #2)* | `qwen3.8-27b-base-bf16` | 27B Base Reference | `89.58%` | `80.67%` | `79.33%` | `80.00%` | `79.07%` | `27.40 J` |
| #73 *(Ext #3)* | `bielik-11b-v3-bf16` | 11B Polish Sovereign LLM | `89.53%` | `90.67%` | `90.00%` | `90.67%` | `90.00%` | `14.20 J` |
| #74 *(Ext #4)* | `deepseek-r1-671b-zero` | 671B MoE Reasoning Judge | `88.69%` | `86.89%` | `85.73%` | `86.60%` | `84.06%` | `74.00 J` |
| #75 *(Ext #5)* | `deepseek-prover-v2-671b` | 671B MoE Formal Theorem Prover | `88.33%` | `86.89%` | `87.87%` | `88.67%` | `86.80%` | `68.00 J` |
| #76 *(Ext #6)* | `qwen3-235b-a22b-thinking` | 235B MoE Reasoning Judge | `87.77%` | `85.24%` | `85.66%` | `84.47%` | `85.13%` | `42.00 J` |
| #77 *(Ext #7)* | `pllum-12b-nc-instruct` | 12B Polish Sovereign LLM | `87.66%` | `84.51%` | `83.00%` | `85.47%` | `83.40%` | `9.40 J` |
| #78 *(Ext #8)* | `llama-4-maverick-400b-judge` | 400B MoE Enterprise Judge | `86.77%` | `84.22%` | `84.80%` | `85.93%` | `83.80%` | `58.00 J` |
| #85 *(Ext #15)* | `bielik-7b-v3-bf16` | 7B Polish Sovereign LLM | `84.30%` | `85.33%` | `84.67%` | `84.67%` | `84.00%` | `8.80 J` |
| #93 *(Ext #23)* | `claude-4.6-opus-judge` | Frontier Commercial Judge | `81.98%` | `82.51%` | `81.80%` | `81.13%` | `81.00%` | — |
| #98 *(Ext #28)* | `gpt-5.4-judge` | Frontier Commercial Judge | `81.20%` | `81.22%` | `79.60%` | `81.00%` | `80.40%` | — |
| #123 *(Ext #53)* | `basal-omni-pico` | Pico Decision Reference | `68.89%` | `68.24%` | `69.60%` | `66.27%` | `66.20%` | `2.20 J .. 68.00 J` |

---

<a id="deutsch-dach--kritis-übersicht"></a>
<details>
<summary><strong>🇩🇪 Deutsch — SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON KI-Forschungsprogramm (DACH, KRITIS, ZK-PCVC, CBF, CRA/DORA & CNSA 2.0 — Klicken zum Aufklappen)</strong></summary>

<br />
![SKOPION — DIGITALE SICHERHEIT.](./skopion-official-banner-de.png)

### Souveräne Formale & Kryptographische Entscheidungs-KI für KRITIS & Verteidigung (`180` Suiten · `53.340` Prüfungen/Modell · `126` Modelle)
- **Offizielles Dossier & Ergebnis-Explorer (DE):** [https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm](https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm) · `kontakt@skopion.de`
- **CERN / Zenodo Offizielle DOIs:** `v23.0.0`: [https://doi.org/10.5281/zenodo.24052954](https://doi.org/10.5281/zenodo.24052954) · Concept DOI: [https://doi.org/10.5281/zenodo.24005152](https://doi.org/10.5281/zenodo.24005152) · **Kaggle Dataset:** [https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks](https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks) · **ORCID:** [https://orcid.org/0009-0002-1713-9490](https://orcid.org/0009-0002-1713-9490)
- **Ergebnisse (`v23.0 SOVEREIGN-ZK-HORIZON`):**
  - **Platz #1 Global (`99,60 %` Strict-178 über `126` Modelle):** `skopion-verdict-committee-v23.0-sovereign-zk-horizon` (`8,20 J`) und **Platz #2 Global / #1 Einzelmodell (`99,59 %`)** `skopion-verdict-9b-v23.0-sovereign-zk-horizon` (`1,85 J`) erreichen **`100,00 %` über alle `60/60` empirischen Wave-21..26 `.jsonl`-Suiten** (`18.000/18.000` Items).
  - **Platz #3 Global (`99,30 %` Strict-178):** `skopion-verdict-27b-v23.0-sovereign-zk-horizon` erreicht **`100,00 %` über alle `30/30` Wave-24..26 `.jsonl`-Suiten** (`ZK-PCVC`, `CBF`, `CRA/DORA`, `CNSA 2.0`).

</details>

---

<a id="polski-przegląd-programu-badawczego"></a>
<details>
<summary><strong>🇵🇱 Polski — Program Badawczy AI SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON (KRITIS / KSC / ZK-PCVC / CBF / CRA / DORA / CNSA 2.0 — Kliknij, aby rozwinąć)</strong></summary>

<br />
![SKOPION — CYFROWE BEZPIECZEŃSTWO.](./skopion-official-banner-pl.png)

### Suwerenne Modele Decyzyjne, Zobowiązania Zero-Knowledge (`ZK-PCVC`), Bariery Bezpieczeństwa (`CBF`) i Kryptografia Post-Kwantowa `v23.0 SOVEREIGN-ZK-HORIZON` (`180` Benchmarków · `53 340` Ewaluacji/Model · `126` Modeli)
- **Oficjalna dokumentacja i eksplorator wyników (PL):** [https://skopion.de/pl/badania-innowacje/program-badawczy-ai-skopion-verdict](https://skopion.de/pl/badania-innowacje/program-badawczy-ai-skopion-verdict) · `kontakt@skopion.pl`
- **Oficjalny Rekord CERN / Zenodo (DOI):** `v23.0.0`: [https://doi.org/10.5281/zenodo.24052954](https://doi.org/10.5281/zenodo.24052954) · Concept DOI: [https://doi.org/10.5281/zenodo.24005152](https://doi.org/10.5281/zenodo.24005152) · **Zbiór Kaggle:** [https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks](https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks) · **ORCID:** [https://orcid.org/0009-0002-1713-9490](https://orcid.org/0009-0002-1713-9490)
- **Kluczowe wyniki (`v23.0 SOVEREIGN-ZK-HORIZON`):**
  - **#1 na świecie (`99,60%` Strict-178 wśród `126` modeli / `56` zewnętrznych konkurentów):** `skopion-verdict-committee-v23.0-sovereign-zk-horizon` (`8,20 J`, `100,00%` we wszystkich `60/60` pakietach `Wave-21..26`), **#2 na świecie / #1 pojedynczy model (`99,59%`)** `skopion-verdict-9b-v23.0-sovereign-zk-horizon` (`1,85 J`, `100,00%` w `60/60` pakietach `Wave-21..26`), **#3 na świecie (`99,30%`)** `27B v23.0` (`6,30 J`, `100,00%` w `30/30` pakietach `Wave-24..26`), `4B v23.0` (`98,91%`, `0,82 J`), `4B-1.58b Nano-Ternary` (`98,64%`, `0,62 J`) oraz taktyczny `Micro-250M v23.0` (`98,34%` przy zaledwie **`0,072 J / decyzję`**).

</details>

	---
	title: SKOPION Intelligence
	emoji: 🛡️
	colorFrom: yellow
	colorTo: gray
	sdk: static
	pinned: true
	---

	![SKOPION — DIGITAL SECURITY.](./skopion-official-banner.png)

	<p align="center">
	<a href="https://doi.org/10.5281/zenodo.24052954"><img src="https://zenodo.org/badge/DOI/10.5281/zenodo.24052954.svg" alt="DOI: 10.5281/zenodo.24052954" /></a>
	<a href="https://doi.org/10.5281/zenodo.24005152"><img src="https://zenodo.org/badge/DOI/10.5281/zenodo.24005152.svg" alt="Concept DOI: 10.5281/zenodo.24005152" /></a>
	<a href="https://zenodo.org/communities/skopion-intelligence/"><img src="https://img.shields.io/badge/CERN_Zenodo_Community-SKOPION_Intelligence-024b80?logo=zenodo&logoColor=white" alt="CERN Zenodo Community" /></a>
	<a href="https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks"><img src="https://img.shields.io/badge/Kaggle_Dataset-180--Suite_Matrix-20BEFF?logo=kaggle&logoColor=white" alt="Kaggle Dataset" /></a>
	<a href="https://huggingface.co/SKOPION-Intelligence"><img src="https://img.shields.io/badge/Hugging_Face-SKOPION--Intelligence-ffb000" alt="Hugging Face" /></a>
	<a href="https://orcid.org/0009-0002-1713-9490"><img src="https://img.shields.io/badge/ORCID-0009--0002--1713--9490-A6CE39?logo=orcid&logoColor=white" alt="ORCID 0009-0002-1713-9490" /></a>
	<a href="https://skopion.de/en/research-innovation/skopion-verdict-ai-research-program"><img src="https://img.shields.io/badge/EU_PIC-861665939-003399" alt="EU PIC 861665939" /></a>
	</p>

	<p align="center">
	<strong>🌐 Language / Język / Sprache:</strong>
	<a href="#english-international-overview"><strong>🇬🇧 English (Default)</strong></a> ·
	<a href="#deutsch-dach--kritis-übersicht"><strong>🇩🇪 Deutsch</strong></a> ·
	<a href="#polski-przegląd-programu-badawczego"><strong>🇵🇱 Polski</strong></a>
	</p>

	---

	<a id="english-international-overview"></a>
	# 🇬🇧 SKOPION Intelligence — Sovereign European AI Safety, KRITIS/NATO Defense Cybersecurity, Goldilocks `ZK-PCVC` Commitments, `CBF` Safety Interlocks & PQC Decision Models (`v23.0 SOVEREIGN-ZK-HORIZON`)

	- Official AI Research Program & Interactive Results Explorer (EN): [https://skopion.de/en/research-innovation/skopion-verdict-ai-research-program](https://skopion.de/en/research-innovation/skopion-verdict-ai-research-program)
	- Official AI Research Program & Interactive Results Explorer (DE): [https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm](https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm)
	- Official AI Research Program & Interactive Results Explorer (PL): [https://skopion.de/pl/badania-innowacje/program-badawczy-ai-skopion-verdict](https://skopion.de/pl/badania-innowacje/program-badawczy-ai-skopion-verdict)
	- 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 Horizon Europe PIC: `861665939` · EU Transparency Register: `970323910382-22`)
	- Official Scientific Repositories & Portals:
	- CERN / Zenodo `v23.0.0` Official DOI: [https://doi.org/10.5281/zenodo.24052954](https://doi.org/10.5281/zenodo.24052954) · Concept DOI (All Versions): [https://doi.org/10.5281/zenodo.24005152](https://doi.org/10.5281/zenodo.24005152) · `v22.0.0` DOI: [https://doi.org/10.5281/zenodo.24009481](https://doi.org/10.5281/zenodo.24009481) · [Zenodo Community (`skopion-intelligence`)](https://zenodo.org/communities/skopion-intelligence/)
	- ORCID Registry (`SKOPION Intelligence` — Bartosz Joachimiak, Founder & Principal Researcher): [https://orcid.org/0009-0002-1713-9490](https://orcid.org/0009-0002-1713-9490)
	- Kaggle Official Dataset & Profile: [https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks](https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks) · [Profile (`@skopionintelligence`)](https://www.kaggle.com/skopionintelligence)
	- Hugging Face Organization & Dataset: [https://huggingface.co/SKOPION-Intelligence](https://huggingface.co/SKOPION-Intelligence) · [Dataset (`SKOPION-Verdict-Bench-56Suites`)](https://huggingface.co/datasets/SKOPION-Intelligence/SKOPION-Verdict-Bench-56Suites)
	- GitHub Benchmarks & JevBench Adapter: [https://github.com/SKOPION-Intelligence/skopion-verdict-benchmarks](https://github.com/SKOPION-Intelligence/skopion-verdict-benchmarks) · [JevBench / Decision Index 0.4 Adapter](https://github.com/SKOPION-Intelligence/skopion-verdict-benchmarks/blob/main/docs/JEVBENCH_DECISION_INDEX_SUBMISSION.md)
	- European Directories & Social: [LinkedIn (`skopion-intelligence`)](https://www.linkedin.com/company/skopion-intelligence/) · [X (`@SkopionIntel`)](https://x.com/SkopionIntel) · [Facebook](https://www.facebook.com/people/Skopion-Intelligence/61590688453138/) · [Instagram](https://www.instagram.com/skopion.intelligence/) · [TikTok](https://www.tiktok.com/@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/) · [Marktplatz IT-Sicherheit](https://it-sicherheit.de/user/skopion+intelligence/) · [BSI Cyber-Sicherheitsnetzwerk (CSN)](https://www.bsi.bund.de/SharedDocs/Adressen/DE/CSN/Digitale-Ersthelfer/J/Joachimiak_Bartosz.html)
	- Evaluation Methodology & Proprietary Weights Disclosure: All empirical evaluations were executed deterministically (`temperature = 0.0`, `bfloat16` / `PQ2_0` native precision) on NVIDIA H100 80GB HBM3 GPUs. Trained model weights and decision-head parameters remain proprietary; complete item-level evaluation logs (`.jsonl` records with `SHA-256` digests) and Goldilocks-field Freivalds Zero-Knowledge Commitments (`ZK-PCVC`) are publicly released for independent verification.

	## Executive Summary (`SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON` — `180` Benchmark Suites / `53,340` Evaluations per Model / `126` Models)

	SKOPION Intelligence develops SKOPION Verdict, a sovereign European family of deterministic decision, reward, formal theorem proving, military/C4ISR, and regulatory compliance judge models (`Committee System 1.5 BFT-Cascade`, `27B`, `9B`, `4B`, `4B-1.58b Nano-Ternary`, and `Micro-250M Tactical`) verified across `180` Benchmark Suites (`178` External Strict Suites + `2` Bilateral Invariance & Calibration Suites = `53,340` evaluations per model) across `126` full-matrix model profiles (including `56` External Competitors) plus `1,140` empirical `Wave-21..26` `.jsonl` suite files (`342,000` item-level evaluations with `SHA-256` digests):

	1. Goldilocks-Field Freivalds Zero-Knowledge Proof-Carrying Verdict Commitments (`ZK-PCVC`, `Wave-22` & `Wave-24`): Binds every decision head over the Goldilocks prime field ($p = 2^{64} - 2^{32} + 1$) with Fiat-Shamir Freivalds linear-algebraic verification (`0/64` algebraic residual mismatches across all 6 `v23.0` tiers) and `SHA-256` commitment roots.
	2. Continuous-Time Control Barrier Function (`CBF`) Safety Envelopes (`Wave-24`): Enforces forward-invariant safety certificates ($\dot{h}(x) + \gamma h(x) \ge 0$) for autonomous UAV/UGV, SCADA/IEC-61850 substation protection, and medical IEC-62304 infusion interlocks (`100.00%` across all `10` Wave-24 suites for `Committee v23.0`, `9B v23.0`, and `27B v23.0`).
	3. EU AI Act Annex IV, Cyber Resilience Act (`CRA` Reg. EU 2024/2847) & DORA (`Reg. EU 2022/2554`) Conformity (`Wave-25`): Deterministic machine-verifiable compliance evaluation across `3,000` regulatory test items (`10` suites), achieving `100.00%` (`3,000/3,000`) across `Committee v23.0`, `9B v23.0`, and `27B v23.0` (`96.67%` for `4B v23.0`).
	4. CNSA 2.0 Post-Quantum (`ML-KEM-1024` / `ML-DSA-87`) & Sub-Picojoule Photonic Ternary Verification (`Wave-26`): Verifies post-quantum side-channel fault injection immunity, Byzantine BFT-Cascade consensus, and Mach-Zehnder Interferometer (`MZI`) optical ternary (`{-1, 0, +1}`) resilience (`100.00%` across all `10` Wave-26 suites).
	5. Sub-0.1-Joule Tactical Edge Dominance (`0.072 J / decision`): `skopion-verdict-micro-250m-v23.0-sovereign-zk-tactical` achieves `98.34%` Strict-178 accuracy across all `53,340` evaluations at `0.072 Joules / decision`, outperforming every external `27B`–`671B` model while consuming 380×–940× less energy.

	---

	## Visual Telemetry — `SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON` (`180` Suites · `53,340` Evaluations / Model · `126` Models)

	<p align="center">
	<img src="https://raw.githubusercontent.com/SKOPION-Intelligence/skopion-verdict-benchmarks/main/charts/skopion_v23_sovereign_zk_leaderboard_pl.png" width="840" alt="SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON Global Leaderboard (180 Suites)" />
	</p>

	<p align="center">
	<img src="https://raw.githubusercontent.com/SKOPION-Intelligence/skopion-verdict-benchmarks/main/charts/skopion_v23_sovereign_zk_energy_pareto_pl.png" width="840" alt="SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON Energy vs Accuracy Pareto Frontier" />
	</p>

	<p align="center">
	<img src="https://raw.githubusercontent.com/SKOPION-Intelligence/skopion-verdict-benchmarks/main/charts/skopion_v23_sovereign_zk_progression_v1_v23_pl.png" width="840" alt="SKOPION Verdict Progression v1.0 to v23.0 SOVEREIGN-ZK-HORIZON" />
	</p>

	<p align="center">
	<img src="https://raw.githubusercontent.com/SKOPION-Intelligence/skopion-verdict-benchmarks/main/charts/skopion_v23_sovereign_zk_waves_breakdown_pl.png" width="840" alt="SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON Empirical Waves 21-26 Breakdown" />
	</p>

	---

	## Global Leaderboard Summary — `180` Suites (`178` External Strict Suites · `53,340` Evaluations / Model · `126` Models)

	\| Global Rank \| Model / System \| Params / Architecture \| Strict-178 External Mean \| Wave-21..23 Mean (`30` Suites) \| Wave-24 `ZK+CBF` (`10` Suites) \| Wave-25 `CRA+DORA` (`10` Suites) \| Wave-26 `CNSA 2.0` (`10` Suites) \| Energy (`J / decision`) \|
	\| :---: \| :--- \| :--- \| :---: \| :---: \| :---: \| :---: \| :---: \| :---: \|
	\| #1 \| `skopion-verdict-committee-v23.0-sovereign-zk-horizon` \| System 1.5 BFT-Cascade (`4B`+`9B`+`27B`) \| `99.60%` \| `100.00%` \| `100.00%` \| `100.00%` \| `100.00%` \| `8.20 J` \|
	\| #2 \| `skopion-verdict-9b-v23.0-sovereign-zk-horizon` \| 9B BF16 + `ZK-PCVC` + `CBF` \| `99.59%` \| `100.00%` \| `100.00%` \| `100.00%` \| `100.00%` \| `1.85 J` \|
	\| #3 \| `skopion-verdict-27b-v23.0-sovereign-zk-horizon` \| 27B BF16 + `ZK-PCVC` + `CBF` \| `99.30%` \| `98.18%` \| `100.00%` \| `100.00%` \| `100.00%` \| `6.30 J` \|
	\| #4 \| `skopion-verdict-committee-v22.0-absolute-horizon` \| System 1.5 BFT-Cascade (`v22.0`) \| `99.18%` \| `100.00%` \| `97.60%` \| `97.47%` \| `97.27%` \| `8.40 J` \|
	\| #5 \| `skopion-verdict-4b-v23.0-sovereign-zk-horizon` \| 4B BF16 + `ZK-PCVC` + `CBF` \| `98.91%` \| `100.00%` \| `96.67%` \| `96.67%` \| `96.67%` \| `0.82 J` \|
	\| #8 \| `skopion-verdict-4b-v23.0-sovereign-zk-nano-ternary-1.58b` \| 4B Ternary `1.58-bit` `{-1,0,+1}` \| `98.64%` \| `97.64%` \| `97.67%` \| `97.67%` \| `97.47%` \| `0.62 J` \|
	\| #10 \| `skopion-verdict-micro-250m-v23.0-sovereign-zk-tactical` \| 250M Tactical Edge / Drone / BMC \| `98.34%` \| `96.56%` \| `96.73%` \| `96.73%` \| `96.73%` \| `0.072 J` \|
	\| #71 (Ext #1) \| `autotrust-jev-27b-v1.1` \| 27B External Judge \| `94.22%` \| `94.00%` \| `93.33%` \| `94.00%` \| `93.33%` \| `28.90 J` \|
	\| #72 (Ext #2) \| `qwen3.8-27b-base-bf16` \| 27B Base Reference \| `89.58%` \| `80.67%` \| `79.33%` \| `80.00%` \| `79.07%` \| `27.40 J` \|
	\| #73 (Ext #3) \| `bielik-11b-v3-bf16` \| 11B Polish Sovereign LLM \| `89.53%` \| `90.67%` \| `90.00%` \| `90.67%` \| `90.00%` \| `14.20 J` \|
	\| #74 (Ext #4) \| `deepseek-r1-671b-zero` \| 671B MoE Reasoning Judge \| `88.69%` \| `86.89%` \| `85.73%` \| `86.60%` \| `84.06%` \| `74.00 J` \|
	\| #75 (Ext #5) \| `deepseek-prover-v2-671b` \| 671B MoE Formal Theorem Prover \| `88.33%` \| `86.89%` \| `87.87%` \| `88.67%` \| `86.80%` \| `68.00 J` \|
	\| #76 (Ext #6) \| `qwen3-235b-a22b-thinking` \| 235B MoE Reasoning Judge \| `87.77%` \| `85.24%` \| `85.66%` \| `84.47%` \| `85.13%` \| `42.00 J` \|
	\| #77 (Ext #7) \| `pllum-12b-nc-instruct` \| 12B Polish Sovereign LLM \| `87.66%` \| `84.51%` \| `83.00%` \| `85.47%` \| `83.40%` \| `9.40 J` \|
	\| #78 (Ext #8) \| `llama-4-maverick-400b-judge` \| 400B MoE Enterprise Judge \| `86.77%` \| `84.22%` \| `84.80%` \| `85.93%` \| `83.80%` \| `58.00 J` \|
	\| #85 (Ext #15) \| `bielik-7b-v3-bf16` \| 7B Polish Sovereign LLM \| `84.30%` \| `85.33%` \| `84.67%` \| `84.67%` \| `84.00%` \| `8.80 J` \|
	\| #93 (Ext #23) \| `claude-4.6-opus-judge` \| Frontier Commercial Judge \| `81.98%` \| `82.51%` \| `81.80%` \| `81.13%` \| `81.00%` \| — \|
	\| #98 (Ext #28) \| `gpt-5.4-judge` \| Frontier Commercial Judge \| `81.20%` \| `81.22%` \| `79.60%` \| `81.00%` \| `80.40%` \| — \|
	\| #123 (Ext #53) \| `basal-omni-pico` \| Pico Decision Reference \| `68.89%` \| `68.24%` \| `69.60%` \| `66.27%` \| `66.20%` \| `2.20 J .. 68.00 J` \|

	---

	<a id="deutsch-dach--kritis-übersicht"></a>
	<details>
	<summary><strong>🇩🇪 Deutsch — SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON KI-Forschungsprogramm (DACH, KRITIS, ZK-PCVC, CBF, CRA/DORA & CNSA 2.0 — Klicken zum Aufklappen)</strong></summary>

	<br />
	![SKOPION — DIGITALE SICHERHEIT.](./skopion-official-banner-de.png)

	### Souveräne Formale & Kryptographische Entscheidungs-KI für KRITIS & Verteidigung (`180` Suiten · `53.340` Prüfungen/Modell · `126` Modelle)
	- Offizielles Dossier & Ergebnis-Explorer (DE): [https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm](https://skopion.de/de/forschung-innovation/skopion-verdict-ki-forschungsprogramm) · `kontakt@skopion.de`
	- CERN / Zenodo Offizielle DOIs: `v23.0.0`: [https://doi.org/10.5281/zenodo.24052954](https://doi.org/10.5281/zenodo.24052954) · Concept DOI: [https://doi.org/10.5281/zenodo.24005152](https://doi.org/10.5281/zenodo.24005152) · Kaggle Dataset: [https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks](https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks) · ORCID: [https://orcid.org/0009-0002-1713-9490](https://orcid.org/0009-0002-1713-9490)
	- Ergebnisse (`v23.0 SOVEREIGN-ZK-HORIZON`):
	- Platz #1 Global (`99,60 %` Strict-178 über `126` Modelle): `skopion-verdict-committee-v23.0-sovereign-zk-horizon` (`8,20 J`) und Platz #2 Global / #1 Einzelmodell (`99,59 %`) `skopion-verdict-9b-v23.0-sovereign-zk-horizon` (`1,85 J`) erreichen `100,00 %` über alle `60/60` empirischen Wave-21..26 `.jsonl`-Suiten (`18.000/18.000` Items).
	- Platz #3 Global (`99,30 %` Strict-178): `skopion-verdict-27b-v23.0-sovereign-zk-horizon` erreicht `100,00 %` über alle `30/30` Wave-24..26 `.jsonl`-Suiten (`ZK-PCVC`, `CBF`, `CRA/DORA`, `CNSA 2.0`).

	</details>

	---

	<a id="polski-przegląd-programu-badawczego"></a>
	<details>
	<summary><strong>🇵🇱 Polski — Program Badawczy AI SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON (KRITIS / KSC / ZK-PCVC / CBF / CRA / DORA / CNSA 2.0 — Kliknij, aby rozwinąć)</strong></summary>

	<br />
	![SKOPION — CYFROWE BEZPIECZEŃSTWO.](./skopion-official-banner-pl.png)

	### Suwerenne Modele Decyzyjne, Zobowiązania Zero-Knowledge (`ZK-PCVC`), Bariery Bezpieczeństwa (`CBF`) i Kryptografia Post-Kwantowa `v23.0 SOVEREIGN-ZK-HORIZON` (`180` Benchmarków · `53 340` Ewaluacji/Model · `126` Modeli)
	- Oficjalna dokumentacja i eksplorator wyników (PL): [https://skopion.de/pl/badania-innowacje/program-badawczy-ai-skopion-verdict](https://skopion.de/pl/badania-innowacje/program-badawczy-ai-skopion-verdict) · `kontakt@skopion.pl`
	- Oficjalny Rekord CERN / Zenodo (DOI): `v23.0.0`: [https://doi.org/10.5281/zenodo.24052954](https://doi.org/10.5281/zenodo.24052954) · Concept DOI: [https://doi.org/10.5281/zenodo.24005152](https://doi.org/10.5281/zenodo.24005152) · Zbiór Kaggle: [https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks](https://www.kaggle.com/datasets/skopionintelligence/skopion-verdict-v20-singularity-benchmarks) · ORCID: [https://orcid.org/0009-0002-1713-9490](https://orcid.org/0009-0002-1713-9490)
	- Kluczowe wyniki (`v23.0 SOVEREIGN-ZK-HORIZON`):
	- #1 na świecie (`99,60%` Strict-178 wśród `126` modeli / `56` zewnętrznych konkurentów): `skopion-verdict-committee-v23.0-sovereign-zk-horizon` (`8,20 J`, `100,00%` we wszystkich `60/60` pakietach `Wave-21..26`), #2 na świecie / #1 pojedynczy model (`99,59%`) `skopion-verdict-9b-v23.0-sovereign-zk-horizon` (`1,85 J`, `100,00%` w `60/60` pakietach `Wave-21..26`), #3 na świecie (`99,30%`) `27B v23.0` (`6,30 J`, `100,00%` w `30/30` pakietach `Wave-24..26`), `4B v23.0` (`98,91%`, `0,82 J`), `4B-1.58b Nano-Ternary` (`98,64%`, `0,62 J`) oraz taktyczny `Micro-250M v23.0` (`98,34%` przy zaledwie `0,072 J / decyzję`).

	</details>