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Case study · UNSW

From GPU oversubscription to sovereign inference at UNSW.

UNSW Sydney's Katana HPC was chronically GPU-oversubscribed while its Intel CPU capacity sat idle. By migrating inference to HELIX CPU pods, UNSW freed GPU capacity for its highest-value work and avoided $1.5–4M in GPU CAPEX — with a sub-3-month payback and no new hardware.

$1.5–4M
GPU CAPEX avoided
<3 months
payback period
6 weeks
to pilot success
Latest
Jun 2026

Verificate EAV-DT paper on arXiv

The deterministic decision-transformer substrate paper is released.

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Jun 2026

Verificate v1.7 launched at UNSW

HELIX v1.7 (Build #58) goes live at UNSW — audited on the official vLLM GuideLLM benchmark: 940 ms p50 TTFT, 100% valid JSON, and 8.95–12.89× faster than stock Ollama.

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May 2026

UNSW becomes a foundation customer

After a successful pilot on its Intel-based Katana HPC, UNSW Sydney adopts Verificate HELIX — our flagship sovereign-inference case study.

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Mar 2026

Verificate v1.4 launched for the UNSW trial

HELIX v1.4 is deployed for the UNSW evaluation on Intel HPC.

Feb 2026

UNSW trial begins

The University of New South Wales starts a pilot of HELIX CPU inference on its Katana HPC.

Jan 2026

Hallucination-prevention paper on arXiv (CORTEX)

Our inference-level hallucination-prevention method — a per-token truthfulness manifold — is released.

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Dec 2025

IBM Business Partner established

Verificate becomes an IBM Business Partner, with access to IBM Fusion HPC infrastructure and Granite model integration.

Oct 2025

Verificate MCP Server — beta launch

The governed MCP validation server opens to beta testers.

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Publications

Peer-facing research and audited technical reports. Measured results carry a M mark and are substantiated on our Legal & claims page.

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