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Blog & Resources

The Week Sovereign AI Went Mainstream

Strategy Blog

The Week Sovereign AI Went Mainstream
The OpenAI breach fallout and the ACTU sovereign AI statement landed within days of each other. SCX.ai CEO David Keane on why sovereign AI just became a jobs and value story, not just a security story.

October 5, 2026

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Agents Need Guardrails. Guardrails Need Jurisdiction.

Strategy Blog

Agents Need Guardrails. Guardrails Need Jurisdiction.
Agent security is now a top cyber priority as autonomous systems touch corporate systems. SCX.ai CEO David Keane on why the guardrails conversation is missing its most important ingredient: where the agents actually run.

September 28, 2026

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The Model of the Week Problem

Strategy Blog

The Model of the Week Problem
Frontier model leads now last weeks, not years. SCX.ai CEO David Keane on why the smart bet is the platform layer, not any single model, and what that means for sovereign AI.

September 21, 2026

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Sovereign Coding Agents: Cursor and SCX.ai, End to End

Strategy Blog

Sovereign Coding Agents: Cursor and SCX.ai, End to End
SCX.ai is now a Cursor Marketplace Partner. David Keane on running Cursor end to end on sovereign Australian inference, and what it means for enterprise coding agents.

September 20, 2026

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The Inference Flip: Agents Are Now the Majority

Strategy Blog

The Inference Flip: Agents Are Now the Majority
Agents already make up the majority of inference. SCX.ai CEO David Keane on what agent-driven token demand means for companies running agents and the startups building them.

September 19, 2026

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Regulation Is Runway

Strategy Blog

Regulation Is Runway
Western AI rules keep multiplying. SCX.ai CEO David Keane on why every new obligation sends more customers toward SCX.ai, and why a proven, repeatable sovereign AI model widens our competitive lead.

September 14, 2026

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Your Data Lives in Sydney. That Doesn't Make Your AI Sovereign.

Strategy Blog

Your Data Lives in Sydney. That Doesn't Make Your AI Sovereign.
Hyperscalers are selling sovereign cloud regions on Australian soil. SCX.ai CEO David Keane explains why residency is not sovereignty, and the five questions to ask before you sign.

September 14, 2026

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Australia's New AI Rules Are About Power, Not Processors

Strategy Blog

Australia's New AI Rules Are About Power, Not Processors
National Cabinet just made power the price of admission for AI data centres. SCX.ai CEO David Keane explains why the new rules reward efficiency-first inference, and why that was always the plan.

September 12, 2026

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The EU Just Flipped the Switch on Sovereign AI. Australia Should Be Watching.

Strategy Blog

The EU Just Flipped the Switch on Sovereign AI. Australia Should Be Watching.
The EU AI Act's high-risk obligations became enforceable on August 2. At the same time, frontier model prices collapsed 80%. SCX.ai CEO David Keane explains why this convergence reshapes the entire AI infrastructure conversation.

August 31, 2026

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Why Sovereign Infrastructure Is the Missing Piece of the Agentic AI Conversation

Strategy Blog

Why Sovereign Infrastructure Is the Missing Piece of the Agentic AI Conversation
Agentic AI is racing into the enterprise, but 88% of organisations have had security incidents. SCX.ai CEO David Keane argues the real gap isn't agent security - it's where those agents actually run.

August 28, 2026

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What Our DDN Partnership Means for You — Faster, More Efficient AI Inference

Strategy Blog

What Our DDN Partnership Means for You — Faster, More Efficient AI Inference
Our new partnership with DDN removes the single biggest bottleneck to AI performance — the data layer. Here is what that means for your workloads.

August 25, 2026

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Why We Built SCX — And Why We Are Listing Now

IPO

Why We Built SCX — And Why We Are Listing Now
SCX.ai lists on the ASX today (ticker: SCX). I figured some people would want to know what we are actually doing and why it matters, so here it is.

August 21, 2026

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NSW's New Data Centre Framework: Why SCX Was Already Ahead of the Curve

Strategy Blog

NSW's New Data Centre Framework: Why SCX Was Already Ahead of the Curve
The NSW Government has just launched a new framework requiring data centre developers to bring power, not take it. For SCX, this announcement is a validation of our vision for high performance, efficient and sovereign AI.

August 17, 2026

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South Australia Just Launched the Nation's First AI Royal Commission. Here's Why It Matters.

Strategy Blog

South Australia Just Launched the Nation's First AI Royal Commission. Here's Why It Matters.
South Australia has launched Australia's first major Royal Commission into Artificial Intelligence. SCX.ai CEO David Keane explains why this could be a pivotal moment for sovereign AI capability.

August 8, 2026

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SCX.ai on Ausbiz: Sovereign AI and the Future of Australian Infrastructure

Media

SCX.ai on Ausbiz: Sovereign AI and the Future of Australian Infrastructure
SCX.ai CEO David Keane joins Andrew Geoghegan on Ausbiz to discuss sovereign AI infrastructure, the ASX listing, and Australia's opportunity in the global AI race.

August 5, 2026

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Why Frazis is Backing the ASX's Newest AI IPO

Media

Why Frazis is Backing the ASX's Newest AI IPO
Frazis Capital's Michael Frazis speaks with Ausbiz's Andrew Geoghegan about why he believes SCX.ai stands out in the emerging 'neo-cloud' category and the opportunity he sees in sovereign AI infrastructure.

July 30, 2026

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SCX.ai CEO on Money News: AI's Impact on Australia's Economy, Energy, and the Sovereignty Imperative

Media

SCX.ai CEO on Money News: AI's Impact on Australia's Economy, Energy, and the Sovereignty Imperative
SCX.ai CEO David Keane joined James Willis on Money News to discuss the rapid acceleration of AI, data centre water and energy challenges, emergent AI behaviours, and why sovereign AI is critical for Australia's future.

July 26, 2026

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SCX.ai Named Platinum Sponsor of OpenSummit Sydney 2026

Event

SCX.ai Named Platinum Sponsor of OpenSummit Sydney 2026
SCX.ai is proud to be the Platinum Sponsor of OpenSummit, Australia's premier Frontier AI business Summit, landing at Sydney Town Hall on 23 July. Founders, executives and operators in one room.

July 19, 2026

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Building a Sovereign and Sustainable AI Future for the Pacific

Conference

Building a Sovereign and Sustainable AI Future for the Pacific
This week, the SCX.ai team will be in Port Moresby for Pacific Cyber Week, joining governments, industry leaders and technology partners from across the region to discuss Sovereign AI.

July 19, 2026

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SambaNova's $1B raise and what it means for SCX.ai customers

Strategy Blog

SambaNova's $1B raise and what it means for SCX.ai customers
If you saw the news that SambaNova raised a US$1B Series F at an US$11B valuation, you might be wondering what that actually changes for you as a customer. Short answer: a lot — and in a good way.

July 8, 2026

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Bridging the Gap: How SCX.ai is Addressing the Real-World Concerns of Australians Regarding AI

Media

Bridging the Gap: How SCX.ai is Addressing the Real-World Concerns of Australians Regarding AI
Founder and CEO David Keane joined Ross Greenwood on Sky News Business Now to discuss AI infrastructure and how SCX.ai is ensuring the AI revolution is sustainable, accessible, and beneficial for all Australians.

July 10, 2026

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The Same Bet, No Rocket Required

Strategy Blog

The Same Bet, No Rocket Required
SpaceX wants to put AI compute in orbit. At first glance, it sounds crazy. But the more you look at the problem, the more you realise the diagnosis is right. At SCX.ai, we are making the same bet — but on the ground.

June 20, 2026

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Opir · Apache 2.0 · SCX.ai Challenge July 5

Product Launch

SCX.ai Sponsors Opir — Ultra-Efficient Guardrails That Outperform Models 20x Their Size
SCX.ai is proud to sponsor the release of Opir, a new family of highly performant guardrail models from Wordcab and Knowledgator. Opir encoder guardrails match frontier-class safety at a fraction of the cost and latency — and SCX.ai helped build the 2M+ training dataset.

June 5, 2026

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Computex 2026Scorecard6/6 predictions confirmed · Taipei, June 2026

Event Recap

I Visited Computex 2026 — Here's What I Got Right and Wrong
David Keane reflects on his pre-Computex predictions after walking the show floor in Taipei. The ASIC wave is real, sovereign AI is table stakes, and the era of GPU monoculture is over.

June 5, 2026

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labs.scx.aiACEAdaptationPlaybookMAGPiEAustralia 1kBenchmarkOpen · Vendor-agnostic · Intelligence per Watt

Product Launch

Introducing SCX Labs — The Global R&D Engine Behind Australia's Sovereign AI
SCX.ai launches SCX Labs at labs.scx.ai — the global R&D layer behind Australia's first sovereign AI factory. Open research, vendor-agnostic benchmarks, and environmentally responsible model adaptation, anchored by SCX ACE, Project MAGPiE, and the Australia 1k benchmark.

May 23, 2026

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FabricSovereign inference on Australian soilEquinix Fabric · Private interconnect

Strategy Blog

Why Sovereign AI Infrastructure Matters: SCX Brings Australian AI Capacity to Equinix Fabric
A strategic milestone for Australia's AI future — delivering world-class inference where Australian data already lives.

April 29, 2026

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SCX-coder123AUSovereign • Structured • Iterative

Engineering Blog

Introducing SCX-coder — A Sovereign Coding Model Built for Australian Engineering Teams
SCX.ai launches SCX-coder, a purpose-built coding model that runs entirely on sovereign Australian infrastructure. Designed for structured engineering workflows, iterative code generation, and cross-system context — without your source code ever leaving the country.

March 31, 2026

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GPUASICCPUThe Heterogeneous AI FactorySpecialised • Energy-Efficient • Multi-Chip

Strategy Blog

Just back from NVIDIA GTC 2026: The era of the single-chip AI data centre is over
Insights from NVIDIA GTC 2026 in San Jose: The AI factory of the future is a heterogeneous stack of CPUs, GPUs, LPUs, and specialised ASICs working together.

March 24, 2026

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Sovereign AI Infrastructure

Strategy Blog

The Sovereign AI Imperative — Why Australia Needs Its Own AI Infrastructure
As AI becomes foundational to national competitiveness, the question is no longer whether Australia needs sovereign AI capability — but how quickly we can build it.

March 13, 2026

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GPUASIC10×efficientGPU vs ASIC Architecture

Engineering Blog

Beyond the GPU — Why ASIC Architecture is Reshaping AI Inference
The AI industry is undergoing a fundamental architecture shift. While GPUs powered the training revolution, purpose-built ASIC chips are now defining the future of energy-efficient inference at scale.

March 12, 2026

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Efficient AIGrowing DemandEfficient SolutionEnergy Challenge vs Solution

White Paper

AI Inference at Scale — The Energy Challenge Australia Cannot Ignore
As AI inference demand explodes, the energy implications are staggering. Australia has a choice: replicate the energy-intensive GPU model, or embrace efficient inference architecture.

March 11, 2026

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Seven SubscriptionsCRMEngageEnrichNewsletterWebinarCPQZapier85%VSOne SystemSignalsCompaniesPeopleOutreachRevenue100%Built on SCX.ai Sovereign AI Infrastructure

Strategy Blog

How We Built Our Entire Company Operating System Without Buying a Single SaaS Tool
We built SCX.ai's entire go-to-market stack — CRM, outreach, CPQ, newsletters, webinars — on our own sovereign AI infrastructure. Here's what we learned about replacing seven subscriptions with one system.

February 12, 2026

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TraditionalOptimisedSCX.aiIntelligence per Watt10× Efficiency • Sovereign • Sustainable

White Paper

Scaling AI Responsibly — Energy Efficiency, Performance, and Sovereignty
Energy efficiency — quantified through metrics like Intelligence per Watt — is increasingly recognised as a more meaningful measure of AI value than raw performance alone.

January 19, 2026

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98%94%89%SCX.aiFireworksTogether AIFunction Calling AccuracyDeepSeek-V3 • Berkeley Benchmark

Engineering Blog

Same Model, Three Platforms: What Function Calling Benchmarks Reveal
When it comes to function calling and structured output generation, not all platforms deliver equal results — even with identical models.

December 23, 2025

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Cost • Power • EfficiencyCostPowerEfficiency

Engineering Blog

Why AI Cost Is the New Bottleneck — And How Efficient Inference Changes What's Possible
Inference cost—not training—becomes the limiting factor in production. Efficient inference improves unit economics and unlocks scale.

December 2, 2025

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TokensPackagingOutcomesBuy Outcomes, Not Tokens

Strategy Blog

From Tokens to Outcomes — How Enterprises Should Think About Buying AI in 2025
Tokens are the fuel, not the product. Outcomes come from packaged solutions, governance, and predictable unit economics.

December 3, 2025

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RAGAgentsTuningProduction Patterns

Engineering Blog

RAG, Agents, and Fine-Tuning — What Actually Works in Production (and What Doesn’t)
RAG, agents, and fine-tuning can work in production—if you build with measurement, constraints, and disciplined operations.

December 5, 2025

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BuildDeployPartnerThree Paths to Production AISecurity • Governance • Efficiency

Platform Guide

From API to Production: Enterprise AI with Predictable Economics
How SCX.ai delivers production-grade AI inference with security, governance, and efficiency—whether you're building custom solutions or deploying standard tools.

December 4, 2025

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ASICGPU70% Lower Power

Architecture Note

Next-Gen AI Inference: ASIC vs GPU Performance Analysis
Comprehensive comparison of custom silicon architectures for AI inference, showing 70% power reduction and 5× performance per watt.

November 3, 2025

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AI CloudDirect Power Integration

Technical Blog

Behind-the-Meter Power: Reducing AI Infrastructure Costs
How direct renewable energy integration and behind-the-meter power agreements cut inference costs by 60%.

October 30, 2025

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Throughput Over Time

Engineering Blog

Achieving 1,200+ Tokens/Sec: Optimising Inference Pipelines
Deep dive into our inference optimisation techniques that deliver consistent sub-100ms latency at scale.

October 22, 2025

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DocumentsInference

Case Study

Enterprise RAG at Scale: 10M Documents, 100ms Latency
How a Fortune 500 company deployed enterprise-wide RAG with our inference cloud, processing millions of queries daily.

October 18, 2025

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Cost Comparison

White Paper

The Economics of AI Infrastructure: TCO Analysis
Total cost of ownership comparison between traditional GPU infrastructure and next-gen ASIC solutions.

October 12, 2025

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Australia's AI Moment: Why Sovereignty, Not Square Footage, Will Define Our Future

Strategy Blog

Australia's AI Moment: Why Sovereignty, Not Square Footage, Will Define Our Future
Today's announcement from Prime Minister Anthony Albanese is the most significant shift in Australia's AI policy since the conversation began. The real question is whether Australians own the compute, control the data, and capture the value created by AI.

July 15, 2026

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Technical Appendix

Project MAGPiE Multi-turn Reasoning Evaluation Research
Detailed evaluation of multi-turn reasoning capabilities using MMLU-Pro, SouthernCross-AussieQA-1k benchmark, and Australian localisation scoring.

November 29, 2025

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VaultRAG

Architecture Note

Onshore Knowledge Vaults and RAG for a Sovereign AI Factory
Designing tenant‑isolated knowledge vaults and RAG pipelines that keep Australian data onshore with provenance and audit.

November 6, 2025

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APRA • IRAP • Privacy Act

Governance Blog

Compliance and Data Residency for Australia's Sovereign AI Factory
Practical controls that align with APRA CPS 234, IRAP pathways and the Privacy Act while preserving developer velocity.

November 4, 2025

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Policy • Tooling • Locale

Engineering Blog

Enhanced AI Tokens for Australia: Architecture and Runtime
A lightweight layer that adds policy, tool and locale context to improve safety and task completion—without model changes.

November 1, 2025

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Function Registry • Schemas • Idempotency

Developer Guide

Tool Calling at Scale in a Sovereign AI Factory
Schemas, policies and audits for production‑grade tool calling with predictable latency and reliability.

October 28, 2025

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Liquid Cooling • Renewable Matching

Sovereign AI Factory

Energy & Cooling for AI Factories: Carbon‑Aligned Performance
Liquid cooling, renewable‑aligned scheduling and heat reuse strategies to lower cost‑per‑token in Australia.

October 25, 2025

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Optical Backbone • RoCE / InfiniBand

Sovereign AI Factory

Building Australia's Sovereign AI Factory: Network Backbone and Interconnects
Optical backbone with RoCE/InfiniBand, path diversity and sovereign routing for low‑latency, high‑throughput AI.

October 20, 2025

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AI in Financial ServicesRegulatory Framework

Discussion Paper

AI for Financial Services: Regulatory Considerations
Exploring the regulatory landscape for AI adoption in Australia's financial sector.

October 15, 2025

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Bank Compliance AutomationSovereign AI Implementation

Use Case

A Use Case for Sovereign AI: Reducing Compliance Costs for a Major Bank
Exploring how a major bank can leverage Sovereign AI to meet APRA standards.

October 10, 2025

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AustraliaUnited StatesCross-Border Data Access

Governance Blog

The US CLOUD Act: What it Means for Australian Data
Understanding the risks of storing sensitive data with foreign cloud providers.

October 8, 2025

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Healthcare AI InnovationPrivacy Protection Framework

Discussion Paper

AI in Healthcare: Balancing Innovation and Privacy
A look at the unique challenges and opportunities for AI in the Australian healthcare system.

October 5, 2025

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Government Security InfrastructureOnshore AI Protection Layers

Use Case

A Use Case for Onshore AI: Enhancing Security for Government Agencies
A look at how government agencies can enhance security with onshore AI.

October 2, 2025

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Fine-tuningPrompt EngineeringModelInstructionsCost Comparison Framework

Token Cost Comparison

Fine-tuning vs. Prompt Engineering: Cost Implications
Evaluating the cost-effectiveness of different approaches to customising large language models.

October 1, 2025

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Note: Performance and timeline statements are indicative and subject to change. Non-public investor details will be announced separately. Figures and targets are based on internal assessments unless noted.

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