Databricks' KARL agent uses reinforcement learning to generalize across six enterprise search behaviors — the problem that breaks most RAG pipelines.

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Databricks has released KARL, an RL-trained RAG agent that it says handles all six enterprise search categories at 33% lower cost than frontier models.

Databricks is having one of those years that most enterprise software companies would quietly envy. The data and AI platform says it has reached a $5.4bn annual revenue run rate, growing 65% year over ...

SAN FRANCISCO, Feb. 9, 2026 /PRNewswire/ -- Databricks, the Data and AI company, today announced it crossed a $5.4 billion revenue run-rate, delivering >65% year-over-year growth during its Q4.