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Case study May 1, 2026

Monash University: 3-Node Cluster, DeepSeek V3.1 671B, Cloud Proxies

Sector
Universities
Country
monash

NuClide Research · 2026-05-01, updated 2026-05-03


Summary

Monash University (Melbourne, Australia) exposes three Ollama nodes on the 118.138.0.0/16 ERC subnet. The primary node (vm-118-138-233-225.erc.monash.edu.au) carries a full DeepSeek V3.1 671B (376.7GB), largest local model in the sweep, alongside two cloud proxies and a qwen3-coder-next:latest (48.2GB). Two secondary nodes run smaller research stacks with active system prompts.


Infrastructure

NodeIPHostnameVersionModelsCloud
Primary118.138.233.225vm-118-138-233-225.erc.monash.edu.au0.20.282
Node 2118.138.243.239vm-118-138-243-239.erc.monash.edu.au0.18.330
Node 3118.138.243.34vm-118-138-243-34.erc.monash.edu.au0.19.030

All on Monash ERC (Education and Research Cluster) subnet.


Model Inventory: Primary Node (118.138.233.225)

ModelSizeNotes
deepseek-v3.1:latest376.7 GB671.0B params, largest local model in sweep
qwen3-coder-next:latest48.2 GB,
nemotron-cascade-2:latest24.3 GBNVIDIA Nemotron Cascade 2
gpt-oss-safeguard:latest13.8 GBgpt-oss 20.9B, safeguard variant, system prompt empty
kimi-k2.5:cloud0 GB☁️ Cloud proxy
minimax-m2.7:cloud0 GB☁️ Cloud proxy
gemma4:latest9.6 GB,
qwen3.5:latest6.6 GB,

Note: On probe, inference against deepseek-v3.1:latest returns {"error":"model requires more system memory (373.8 GiB) than is available (18.9 GiB)"}. Model is stored on disk but the current primary node lacks sufficient RAM to load it. The model file itself (376.7GB) represents the storage investment; inference would require the full cluster allocation.


Model Inventory: Nodes 2 + 3 (118.138.243.239, 118.138.243.34)

Both nodes carry identical stacks:

ModelNotes
deepseek-r1:latestDeepSeek R1 reasoning
qwen2.5:latestQwen 2.5, default Alibaba system prompt active
llama3:latestMeta Llama 3

System prompt on qwen2.5: "You are Qwen, created by Alibaba Cloud. You are a helpful assistant.", default unmodified installation.


Findings

F1: DeepSeek V3.1 671B Stored (HIGH)

deepseek-v3.1:latest (376.7GB, 671B params) is present on the primary node. Live inference is currently blocked by insufficient system RAM (18.9GB available vs 373.8GB required). However: (a) the model is accessible for download via API, (b) cloud proxies on the same node are fully drained, (c) future memory expansion would make inference live instantly.

F2: Cloud Proxy Portfolio (HIGH)

kimi-k2.5:cloud and minimax-m2.7:cloud on primary node. Both 401 without credential leak.

F3: gpt-oss-safeguard Unconfigured (MEDIUM)

gpt-oss-safeguard:latest (13.8GB) carries the name of a safety-filtered variant, but the system prompt is empty, the filtering was never configured.

F4: 3-Node Cluster, All Injectable (HIGH)

CVE-2025-63389 applies to all 14 models across all three nodes.


Remediation

OLLAMA_HOST=127.0.0.1:11434
systemctl restart ollama

Disclosure

  • Discovered: 2026-05-01
  • Status: Pending outreach to Monash IT Security (monash.edu.au)