Systems Research

NVIDIA Blackwell MIG Zenodo DOI Falcon3-7B

OCT 2026

Falcon3-7B under UAE Statutory Frameworks: Hardware MIG Containment

Empirical pilot measurements moving safety guarantees from brittle API prompt-layers into deterministic hardware boundaries on an isolated NVIDIA Blackwell MIG slice. Rule-based containment prototype ensuring regulatory compliance without cloud egress.

ENVIRONMENT 1x Blackwell MIG

CONTAINMENT Rule-Based Host

FRAMEWORK UAE Statutory

Zenodo Report Prototype Code

Peer Replicated

H200 SXM vLLM Forensic Audit Kolibri-1

OCT 2026

Kolibri-1 on NVIDIA H200 SXM: vLLM Parser Remediation & Audit

Forensic audit across 5,372 live requests resolving a silent failure state where standard benchmarks reported 0.0% accuracy on HTTP 200. Identified inline reasoning tag leakage and restored 99.98% parser accuracy via tailored runtime flags.

ACCURACY RESTORED 0.0% → 99.98%

AUDITED REQUESTS 5,372 + 2,348

CONCURRENCY P95 38.88s (64 str)

Zenodo v1.3 HF Discussion #7

vLLM Verified

Zero-Cloud / Blackout Zenodo DOI 11,892 Queries

OCT 2026

Blackout Sovereign Stress Test: European Models vs. Qwen3.6

11,892 test requests simulating air-gapped critical infrastructure emergency manuals, field regulations, and conflicting safety orders. Evaluated unassisted local reasoning performance under absolute disconnection from internet APIs.

CONFLICT LOGIC Qwen 86% vs 39%

AIR-GAPPED PASS 100% Offline

MODELS BENCHED 3 Flagships

DOI: 10.5281/zenodo...

Primary Telemetry

Consumer AM5 / ROCm 671B MoE Zero-SaaS

OCT 2026

Local DeepSeek 671B MoE Offloading: 24GB VRAM + 96GB DDR5

Demonstrating the feasibility of running state-of-the-art 671B mixture-of-experts models on off-the-shelf desktop hardware. Optimizing mmap paging, quantized KV-caching, and thread pinning to bypass multi-thousand-dollar workstation traps.

VRAM ALLOCATION 24GB (7900 XTX)

SYSTEM MEMORY 96GB DDR5 + NVMe

QUANTIZATION UD-IQ1_S / IQ2

ROCm Scripts

Fully Replicable

Hugging Face Dataset NIS-2 Directive Open Access

OCT 2026

NIS-2 Compliance & KRITIS Model Evaluation Benchmark Dataset

Curated dataset and execution harness mapping statutory compliance invariants, structured JSON output stability, and incident response directives under European cybersecurity frameworks. Includes exact prompt splits, serving telemetry, and validation ground truth.

SOURCE DATASET sbeierle/kolibri-nis2

LEGAL ALIGNMENT EU NIS-2 / KRITIS

FORMAT Parquet & JSONL

LICENSE Open Research

Hugging Face Dataset Repo Discussion Thread

Direct Download Available