Cloud stories
The certification comes as New Zealand tech employers battle skills shortages, with staff praising support, inclusion and career development.
With NZD $13 billion set to be spent on public technology, the firm says procurement reform could keep more taxpayer money and control at home.
Hotel groups are shifting towards systems that link pricing, forecasting and commercial planning as AI and fragmented data reshape revenue management.
The framework targets CISOs and platform teams as they move AI systems into production, amid rising risks from prompts, models and outputs.
Greater AI spending is set to expose data and governance gaps unless companies first fix the operational foundations, Forrester says.
The experiment showed AI crews can coordinate across files and roles, but still stumble on timing, continuity and safety filters.
The new workflow could cut model migration from months to hours, easing the testing burden for businesses running multiple AI features.
Notebook users can now query local pandas data with SQL and pass results back to Python, reducing data shuffling in analytics workflows.
Defenders could gain a faster edge against AI-driven attacks as Google Cloud ties Gemini, Wiz, CodeMender and Mandiant into one platform.
The move could help organisations curb cloud admin account abuse by revoking elevated access automatically after approved sessions end.
The update aims to cut review bottlenecks by auto-fixing vulnerable dependencies and surfacing code flaws scanners often miss.
Enterprise AI projects are stalling because legacy networks and siloed data cannot support the scale, speed and security modern workloads demand.
Many organisations are still testing AI in pilots, as executives say trust, governance and measurable results now matter more than hype.
Most government and education IT leaders say unvetted AI is a security risk, as 73% of public sector infrastructure cannot run complex workloads.
Paid Jira Cloud users will get agent oversight and automation tools as Atlassian seeks to close the gap between AI use and developer productivity.
Security checks will now cover more Arm processors, as the chip designer broadens use of Arteris' Radix tool to spot flaws earlier.
The centre is aimed at helping consumer firms turn AI pilots into operational tools for retail, travel and supply-chain tasks.
Smaller firms in India could cut manual work and unify sales, messaging and reporting within six weeks under the new bundled offer.
Tax season staff could save hours as extracted client data is pushed straight into return systems, reducing manual rekeying and errors.
Campuses facing rising ransomware and AI-related threats may gain faster recovery tools as the cyber security firm expands its education reach.