The Ultimate Guide to AI Infrastructure
A curated Australian edition of TechDay news, analysis, interviews, reviews, job moves, and related resources for AI Infrastructure.
What to know about AI Infrastructure
AI Infrastructure explores the hardware, software, and systems that make modern artificial intelligence possible. This tag covers everything from compute and storage architectures to networking, data pipelines, and observability stacks that keep AI workloads reliable and efficient.
Stories here dig into practical questions: how to design scalable training and inference clusters, choose between GPUs and emerging accelerators, manage feature stores, and orchestrate distributed workloads. You’ll find discussions of MLOps practices, cost optimization, performance tuning, and the trade-offs behind different infrastructure patterns.
Whether you’re building a new AI platform or evolving an existing stack, this tag helps you understand the components, constraints, and design decisions that sit underneath AI products. Reading these pieces will give you concrete examples, architectural patterns, and lessons learned that you can apply to your own systems.
Australian AI Infrastructure News
Regional stories with direct local relevance
Data centre influx applies pressure on AU emissions targets
Australia's net zero goal faces fresh strain as billions flow into data centres that could lift power demand, water use and emissions.
AI data centre boom lifts approvals in NSW & Victoria
Investment in AI infrastructure is boosting building work, with non-residential approvals jumping 41% in NSW and Victoria in May.
Interactive appoints data & AI leaders for strategy
The appointments underline a push to turn in-house AI trials into customer services, with governance and reliability now central to growth.
Subco launches SMAP cable linking Australia's capitals
Australia's digital economy gains a major boost as a 5,000 km subsea route adds redundancy and capacity across the main capital cities.
Australia's resilience problem isn't redundancy. It's shared infrastructure
Shared fibre routes can leave supposedly redundant links exposed to the same outage, a risk growing as AI workloads demand uninterrupted connectivity.
In AI, control is the real advantage
Australian firms risk losing AI advantage if core models and pricing stay offshore, as sovereign control becomes a resilience and trust issue.
Analyst Insights
Research and market analysis connected to AI InfrastructureFeatured News
John Margerison on the new class of employee: AI managers
Businesses should treat AI like a new hire, as weak oversight could expose sensitive data and leave staff needing fresh skills to stay relevant.
Data centre influx applies pressure on AU emissions targets
Australia's net zero goal faces fresh strain as billions flow into data centres that could lift power demand, water use and emissions.
Agentic AI creates enterprise challenge beyond LLM boom
Enterprises face rising costs and governance gaps as thousands of AI agents begin operating alongside staff across multiple systems.
The new workforce: AI agents to work in concert with humans
AI agents are set to reshape hiring and team structures, pushing firms towards global talent pools and outcome-based work.
Exclusive: Virtuozzo sees GPU clouds reshape AI infrastructure
AI demand is pushing cloud providers towards GPU-as-a-service models, with efficiency and utilisation emerging as key differentiators.
Marvell targets AI connectivity bottleneck with NVIDIA boost
AI data centres are hitting copper limits, pushing Marvell and Nvidia towards optics as clusters grow larger and more distributed.
Expert Columns
Interviews
Interviews and video coverage from the networkRecent AI Infrastructure News
Australia has high AI agency in eight capabilities
The findings suggest Canberra should target funding where it has leverage, as the country ranks highly in just eight of 103 AI capabilities.
Vocus upgrades Adelaide-Perth fibre route to 400 Gbps
Customers can now buy native 400 Gbps links on the Adelaide-Perth corridor as Vocus quadruples capacity on a key backbone route.
AWS data centre to use recycled water in Melbourne
The deal could save millions of litres of drinking water a year as growing data-centre demand strains supplies in western Melbourne.
EthicAI launches Selma as Australian firms seek AI control
Concerns over overseas access have pushed Australian agencies towards locally controlled AI, as a US order left some users abruptly cut off.
Spaceship urges investors to back AI beneficiaries
AI adoption could lift earnings for software and cybersecurity groups even as businesses trim staff and automation threatens more jobs.
AI hardware buyers turn to colocation for capacity
Rising power, cooling and space demands are forcing firms with AI kit to seek colocation sites instead of squeezing hardware into old server rooms.
Firmus and SUBCO to build Tasmania fibre cable link
Tasmania is set for its first new subsea fibre link in more than 20 years, boosting resilience and adding a direct Sydney route.
OpenAI unveils tools to rein in enterprise AI costs
Businesses are under pressure to widen AI use without blowing budgets, as OpenAI adds efficiency, pricing and governance controls.
SHARON AI & VAST Data launch sovereign AI supercluster in Melbourne
SHARON AI and VAST Data launch a sovereign AI supercluster in Melbourne, boosting secure, scalable AI for Australian enterprises and government bodies.
Exclusive: Sysdig and BitMEX sound alarm on AI-powered crypto threats
AI's rise is reshaping crypto security as attacks surge; firms face a relentless battle to protect assets amid complex, AI-driven threats and automation.
Featherless launches fixed-fee GLM 5.2 private cloud
Engineering teams could cut AI coding bills by more than USD $1.46 million a year as Featherless offers GLM 5.2 on fixed-fee private cloud.
DataX Connect widens data centre pay survey to regions
Regional pay data could help data centre employers tackle shortages as DataX Connect expands its 2026 survey across Europe and the United States.
Beyond opens Manila delivery centre with 200 roles
The move expands its cloud delivery network in Asia-Pacific as demand for AI and transformation projects drives hiring for engineers.
Nanya sales surge as DRAM prices drive margin gains
Nanya Technology's second-quarter revenue rose 68.2% as DRAM prices climbed, while gross margin reached 79.5% and net income hit TWD NT$50.2 billion.
Google adds GPU & TPU support to GKE Autopilot
Developers can now run accelerator-heavy AI workloads on managed GKE Autopilot without handling node setup or low-level network allocation.
NVIDIA & LangChain launch open stack for AI agents
Businesses can now build AI agents more cheaply, as the open stack matches top closed models on one benchmark while cutting run costs sharply.
Vection wins Retelit certification for Algho AI platform
The certification opens Retelit's enterprise and public sector client base to Vection's Algho platform after live testing at an Italian data centre.
Fastly joins DIMPACT coalition to track digital emissions
The move could improve carbon accounting for streaming and publishing firms as emissions from content delivery become harder to ignore.
Datacom profit falls as data centre spending rises
Heavier capital spending and softer customer demand pushed Datacom's net profit after tax down to NZD $20 million despite higher revenue.
Google Cloud says firms need AI infrastructure upgrades
Most organisations must upgrade their systems to run agentic AI in production, as cloud costs, governance and energy use climb.