AI & ML interests

Sovereign European AI Safety, KRITIS Cybersecurity, Post-Quantum Cryptography (PQC) & Deterministic Decision/Judge Models (SKOPION Verdict v15.0 Native-Sovereign). Mönchengladbach, Germany (EU PIC 861665939).

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SKOPION — DIGITAL SECURITY.

DOI: 10.5281/zenodo.24052954 Concept DOI: 10.5281/zenodo.24005152 CERN Zenodo Community Kaggle Dataset Hugging Face ORCID 0009-0002-1713-9490 EU PIC 861665939

🌐 Language / Język / Sprache: 🇬🇧 English (Default) · 🇩🇪 Deutsch · 🇵🇱 Polski


🇬🇧 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)

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)

SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON Global Leaderboard (180 Suites)

SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON Energy vs Accuracy Pareto Frontier

SKOPION Verdict Progression v1.0 to v23.0 SOVEREIGN-ZK-HORIZON

SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON Empirical Waves 21-26 Breakdown


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

🇩🇪 Deutsch — SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON KI-Forschungsprogramm (DACH, KRITIS, ZK-PCVC, CBF, CRA/DORA & CNSA 2.0 — Klicken zum Aufklappen)
![SKOPION — DIGITALE SICHERHEIT.](./skopion-official-banner-de.png)

Souveräne Formale & Kryptographische Entscheidungs-KI für KRITIS & Verteidigung (180 Suiten · 53.340 Prüfungen/Modell · 126 Modelle)


🇵🇱 Polski — Program Badawczy AI SKOPION Verdict v23.0 SOVEREIGN-ZK-HORIZON (KRITIS / KSC / ZK-PCVC / CBF / CRA / DORA / CNSA 2.0 — Kliknij, aby rozwinąć)
![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)