~/talk

From Data 2.0 to Data 3.0: Making Data Autonomous for AI(Keynote)

Talkat AI By the Bay 2025 · 2025-11-17..11-19· [data-engineering, machine-learning]
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slides:none on file

Claims a new runtime abstraction called Data 3.0 that packages data plus computation into autonomous data products which run, self-orchestrate, enforce governed-as-code contracts at runtime, and expose intent-aware discovery APIs. It replaces weeks-or-months pipeline churn with machine-speed availability for agents, adapts to any storage/compute via drivers, and already underpins Nextdata OS (demo scheduled 11:00) with plans to open-source runtime and interface specs early next year.

AI-written summary · about

  1. 0:00Introduction and challenge
  2. 3:01Why Data 3.0 is needed
  3. 8:59Autonomous data products concept
  4. 13:35Example of autonomous data product
  5. 16:51Key shifts in Data 3.0
  6. 19:43Bottom line and call to action
  7. 21:35Q&A on human roles in Data 3.0
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