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moe-sovereign-judge-27b)
moe-sovereign-judge-27b is a specialized 27-billion parameter LLM fine-tuned on the EuroHPC LUMI-G Supercomputer (8× AMD Instinct™ MI250X GCDs (4× physical modules, 64GB HBM2e per GCD)) for high-assurance, paraconsistent quality evaluation within the MoE Sovereign compound-AI platform.Qwen3.8-27B, this model serves as the primary Sovereign Judge responsible for:quality_score, factuality_score, overall_score, and detailed analytical rationale.sovereign-judge:35b-q4km checkpoint, eliminating socket timeouts, lowering VRAM requirements, and completely eliminating UNSCORED_FALLBACK verdicts.Qwen/Qwen3.8-27B21263413 (moe_expert_pipe)1-00:39:57)Q4_K_M), 262144 context length.| Benchmark Category | Task | Judge Verdict Score | Deterministic Verification |
|---|---|---|---|
| Paraconsistent Knowledge | sci-graphrag-02 (Graph Reconciliation) | 9.4 / 10.0 🌟 | 10.0 / 10.0 (100% Factually Grounded) |
| Systems Programming | sci-sysprog-01 (Lock-Free MPSC Ring Buffer) | 7.0 / 10.0 | 10.0 / 10.0 (100% Memory Barrier Compliant) |
| Network Infrastructure | sci-sysprog-02 (eBPF XDP Map Sync) | 7.0 / 10.0 | 10.0 / 10.0 (100% Kernel Verified) |
| Governance & Sovereignty | sci-governance-01 (Technical Sovereignty) | 6.2 / 10.0 | 8.0 / 10.0 (Policy Grounded) |
Modelfile:1FROM ./moe-sovereign-judge-27b-q4km.gguf
2
3TEMPLATE """{{ if .System }}<|im_start|>system
4{{ .System }}<|im_end|>
5{{ end }}{{ if .Prompt }}<|im_start|>user
6{{ .Prompt }}<|im_end|>
7{{ end }}<|im_start|>assistant
8"""
9
10PARAMETER stop "<|im_start|>"
11PARAMETER stop "<|im_end|>"
12PARAMETER temperature 0.1
13PARAMETER num_ctx 262144
14PARAMETER num_predict 512
15
16SYSTEM """You are the MoE Sovereign Scientific Quality Judge. Evaluate the provided solution strictly against factual, technical, and mathematical correctness requirements. Respond ONLY with a valid JSON object."""1# Pull model directly or build from GGUF
2ollama create sovereign-judge:27b-q4km -f Modelfile