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  5. Shifting AI from activity to outcomes in the year ahead
Shifting AI from activity to outcomes in the year ahead
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Shifting AI from activity to outcomes in the year ahead

New Elastic research reveals why many Australian businesses exceeded their AI budgets last year: it's a data foundation problem. Discover how to shift focus from tokenmaxxing to real business ROI and proper governance.

DesenvolvimentoElastic BlogPublicado: 6 de julho de 2026
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DesenvolvimentoStack Overflow Blog10 de jul. de 2026Conteúdo no idioma original: inglês

Building more than just an agent harness​​​​‌ ‍ ​‍​‍‌‍ ‌ ​‍‌‍‍‌‌‍‌ ‌‍‍‌‌‍ ‍​‍​‍​ ‍‍​‍​‍‌ ​ ‌‍​‌‌‍ ‍‌‍‍‌‌ ‌​‌ ‍‌​‍ ‍‌‍‍‌‌‍ ​‍​‍​‍ ​​‍​‍‌‍‍​‌ ​‍‌‍‌‌‌‍‌‍​‍​‍​ ‍‍​‍​‍‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​ ‍‍​‍ ​‍ ‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍ ‌‍‍‌‌‍ ‍‌ ‌​‌‍‌‌‌‍ ‍‌ ‌​​‍ ‌‍‌‌‌‍‌​‌‍‍‌‌ ‌​​‍ ‌‍ ‌‌‍ ‌‍‌​‌‍‌‌​ ‌‌ ​​‌ ​‍‌‍‌‌‌ ​ ‌‍‌‌‌‍ ‍‌ ‌​‌‍​‌‌ ‌​‌‍‍‌‌‍ ‌‍ ‍​ ‍ ‌‍‍‌‌‍‌​​ ‌‌‍‌​​ ‌‌​ ​ ‌‍‌‍​ ‍‌​ ​ ​ ‌‌​ ‍​​‍ ‌​ ​ ‌‍​‍‌‍​‍​ ​‍​‍ ‌​ ‌​‌‍‌‍​ ‌‍​ ‍‌​‍ ‌‌‍​‌‌‍‌‌‌‍​‍‌‍‌‌​‍ ‌‌‍‌​​ ​ ​ ​‌‌‍‌​​ ​‌​ ‍‌​ ‌‌​ ​‍​ ​‍‌‍​ ‌‍‌​​ ‌​​ ‍ ‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​ ‍ ‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​ ‌‍​‍‌‍​‌‌ ​ ‌‍‌‌‌‌‌‌‌ ​‍‌‍ ​​ ‌‌‍‍​‌ ‌​‌ ‌​‌ ​​‌ ​ ​‍‌‌​ ​ ‌​​‌​‍‌‌​ ​‍‌​‌‍​‍‌‌​ ​‍‌​‌‍‌‍​ ‌‍ ‌‌ ​ ​‍ ‍‌ ​ ‌ ‌​‌‍​‌‌‍​ ‌‍‍ ‌‍ ‌ ‌‍‌‍‌‌‌ ​‍‌‍‌‍‌‍ ​‌‍ ‌ ‌ ​‍ ‍‌‍​ ‌‍ ​‍‌‍‌‍‍‌‌‍‌​​ ‌‌‍‌​​ ‌‌​ ​ ‌‍‌‍​ ‍‌​ ​ ​ ‌‌​ ‍​​‍ ‌​ ​ ‌‍​‍‌‍​‍​ ​‍​‍ ‌​ ‌​‌‍‌‍​ ‌‍​ ‍‌​‍ ‌‌‍​‌‌‍‌‌‌‍​‍‌‍‌‌​‍ ‌‌‍‌​​ ​ ​ ​‌‌‍‌​​ ​‌​ ‍‌​ ‌‌​ ​‍​ ​‍‌‍​ ‌‍‌​​ ‌​​‍‌‍‌ ‌​‌ ‍‌‌ ​​‌‍‌‌​ ‌‌‍​‍‌‍ ​‌‍ ‌‍‌ ‌‌​​‌‍ ‌ ​ ‌ ‌​​‍‌‍‌ ​​‌‍​‌‌ ‌​‌‍‍​​ ‌‌ ‌​‌‍‍‌‌ ‌​‌‍ ​‌‍‌‌​‍‌‍‌ ​​‌‍‌‌‌ ​‍‌ ​ ‌ ​​‌‍‌‌‌‍​ ‌ ‌​‌‍‍‌‌ ‌‍‌‍‌‌​ ‌‌ ​​‌ ‌‌‌‍​‍‌‍ ​‌‍‍‌‌ ​ ‌‍‍​‌‍‌‌‌‍‌​​‍​‍‌ ‌

Live from Microsoft Build, Ryan is joined by Jay Parikh, Microsoft’s VP of AI Core, for a conversation on what enterprises need to build, deploy, and run AI agents at scale with demonstrable ROI; how Microsoft built an end-to-end agent…

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