The Ultimate Guide to AI Infrastructure
A curated Kiwi 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.
Kiwi AI Infrastructure News
Regional stories with direct local relevance
Labour unveils AI plan with tougher rules in New Zealand
Public anxiety over jobs, power bills and harmful content is pushing AI to the centre of New Zealand's election campaign.
Contact & CDC explore 250 MW Stratford data centre
The proposed 250 MW facility could bring fresh jobs and new renewable generation to Taranaki, but it still needs consent, finance and tenants.
New Zealand data centre strategy backs AI expansion
Growing use of cloud and AI is driving demand for local processing, as the sector warns New Zealand risks relying on offshore systems.
Datagrid secures substation kit for Southland AI data centre
Long-lead transformers have been ordered to keep New Zealand's largest AI data centre on track for a late-2027 grid connection.
Companies must adapt to rising AI costs, tech CEO says
Rising token-based charges and compliance risks are forcing firms to monitor AI agents more closely, Fusion5's chief executive says.
SiteHost launches local AI platform for New Zealand
Businesses wary of offshore AI will be able to keep requests in New Zealand, with usage-based billing and no upfront fee.
Analyst Insights
Research and market analysis connected to AI Infrastructure
AI drives enterprise storage demand as data piles up
RavenDB launches Quill for AI agents on SQL databases
Coder launches Agent Relay for Cursor in private preview
JLL appoints Mikhail Jaura to head Asia Pacific research
Google named Gartner cloud leader for ninth straight year
Featured News
Future of AI is distributed infrastructure built on open source
Rising AI demand is exposing cloud bottlenecks, as firms eye in-house open source systems to cut costs and limit vendor lock-in.
Open source is powering the next generation of frontier AI
Rising inference demand and custom hardware needs are pushing AI infrastructure beyond standard cloud setups, boosting open source tools.
Apple's Unified Memory powers Kiraa AI's rapid automation
Australian firms can speed month-end processing from days to an hour by running Kiraa AI on Macs instead of costly cloud servers.
ClickHouse customer base soars on back of AI demand
AI agents are driving a sharp rise in demand for the real-time data platform, which added 1000 customers early in 2026 to top 4000.
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.
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.
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.
Expert Columns
AI is creating a semiconductor boom. But who will keep it running?
Most pharma AI is borrowed, ours is built
Why AI infrastructure planning must happen now
Why organisations in Asia Pacific are rethinking their AI deployment strategies
How Schneider Electric and NVIDIA are redefining AI data center design
Interviews
Interviews and video coverage from the networkRecent AI Infrastructure News
Train and retain the catch cry to beat skilled labour shortage
Australia and New Zealand are facing tighter construction labour supplies as data centre, defence and Olympic projects drive demand and cost pressure.
AI could drive advances that solve the problems it brings, computer scientist suggests
Higher electricity demand from artificial intelligence could be eased if it speeds up more efficient solar panels, batteries and chips.
Physical security guidance for New Zealand data centre hopes
New government guidance warns mega data centres are now critical infrastructure, with a single breach risking banking, logistics and communications.
Asia Pacific at the forefront of AI development
Asia Pacific firms are moving from pilots to GenAI scale-up, with talent shortages and data governance now the main brakes on returns.
NIWA partners with VAST Data to upgrade climate data systems
The National Institute of Water and Atmospheric Research in New Zealand has chosen VAST Data's platform to enhance its climate data management capabilities.
What recent moves in AI mean for infrastructure
Greater investment is needed if AI is to cut costs, speed delivery and ease labour shortages across infrastructure projects.
Building a 15,000km cable from Australia to Chile
A planned link to Chile could give the Asia Pacific and Oceania faster connectivity, as suppliers are asked to price the 15,000 km Humboldt Cable.
New Zealand needs a national strategy for AI
Limited funding means New Zealand risks missing out on AI benefits unless ministers set a coordinated plan for research, safety and growth.
Red Hat AI 3.5 expands AI safety and observability tools
Enterprises get new governance, monitoring and multi-tenant controls as Red Hat targets safer, scalable AI use beyond pilot projects.
Spark Wholesale launches Auckland data centre link
Private fibre links across Auckland will let data-heavy businesses move traffic between facilities with less congestion and more predictable performance.
Bitget launches GPU rental-price perpetuals for traders
Retail traders can now bet on AI chip rental costs, as Bitget opens around-the-clock perpetuals tied to Nvidia GPU indices.
Google warns cyber attackers are moving to agentic AI
Attackers are compressing intrusions into hours, leaving defenders less time to spot and stop credential-harvesting campaigns.
KDDI cuts Buffmee AI latency by 38% after overhaul
Users of Buffmee will get faster, better grounded answers after KDDI reduced response latency by 38% and improved first-token speed.
HPE deepens Oracle tie-up on AI data centre networking
The multi-year rollout aims to ease bandwidth and latency bottlenecks as Oracle scales GPU-heavy cloud clusters across its global AI estate.
Tuned Global boosts music ingestion tenfold with AWS
Onboarding large catalogues now takes days rather than weeks, as the platform can ingest up to 20 million tracks a day after its AWS overhaul.
Qualcomm and Amazon team up on AI data centre chips
The pact deepens Qualcomm's push into data-centre hardware as AWS seeks custom chips to cut costs, power use and latency for AI workloads.
NETSCOUT expands data platform to boost enterprise AI
Enterprises could cut AI costs and speed incident resolution as NETSCOUT adds packet-derived evidence to existing observability tools.
AI data centres make grid access key to power deals
Grid congestion is adding risk and a scarcity premium to data centre deals as AI demand drives electricity needs sharply higher.
Guickly raises USD $4.2m to track enterprise AI spend
Enterprise buyers now have a new tool to curb unpredictable AI bills as Guickly secures USD $4.2 million and targets shadow usage.
Google Cloud finds Gemma 3 12B outscales 27B on TPU
Under heavy generation load, the smaller model kept scaling on TPU v6e while the 27B version hit a throughput plateau above 64 users.