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  2. AI Agents Need Data at the Source

AI Agents Need Data at the Source

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Confluent
Dec 11, 2025
Confluent
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Mohamed Ahmed Anwar shares why “shifting left” to process data closer to its source is key to AI agent performance, speeds RAG knowledge updates, And eases the move from legacy on-prem to scalable cloud architectures.

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