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Six information shifts that may form enterprise AI in 2026

Source link : https://tech365.info/six-information-shifts-that-may-form-enterprise-ai-in-2026/

For many years the info panorama was comparatively static. Relational databases (good day, Oracle!) have been the default and dominated, organizing info into acquainted columns and rows.

That stability eroded as successive waves launched NoSQL doc shops, graph databases, and most not too long ago vector-based methods. Within the period of agentic AI, information infrastructure is as soon as once more in flux — and evolving quicker than at any level in current reminiscence.

As 2026 dawns, one lesson has change into unavoidable: information issues greater than ever.

RAG is lifeless. Lengthy reside RAG

Maybe essentially the most consequential pattern out of 2025 that may proceed to be debated into 2026 (and perhaps past) is the position of RAG.

The issue is that the unique RAG pipeline structure is very like a fundamental search. The retrieval finds the results of a selected question, at a selected cut-off date. Additionally it is typically restricted to a single information supply, or no less than that’s the way in which RAG pipelines have been constructed previously (the previous being anytime previous to June 2025). 

These limitations have led a rising conga line of distributors all claiming that RAG is dying, on the way in which out, or already lifeless.

What’s rising, although, are various approaches (like contextual reminiscence), in addition to nuanced and improved approaches to RAG. For instance, Snowflake not too long ago introduced its agentic doc analytics…

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Author : tech365

Publish date : 2025-12-31 18:59:00

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