AI Briefing
KO

AI Handles All the Work

·2025.07.30 20:10

Key point

AI21 Labs' Ori Goshen presented Maestro at RAISE Summit 2025 to address LLM limitations.

Details

AI21 Labs co-founder and co-CEO Ori Goshen presented the vision of AI all the work in his keynote at RAISE Summit 2025. He explained that work can be seen as 6 billion tasks, and that the key is understanding these and executing them step by step.

LLMs can show about 90% accuracy at a single step, but when multiple steps are chained together as in real work, small errors accumulate. He said that prompts alone are therefore difficult to reliably handle enterprise work, and that what's needed is a system that combines the flexibility of prompts with the robustness of manual workflows.

As an alternative, he presented Maestro. Maestro is a system for building enterprise knowledge agents, which generates multiple plans to select the optimal one and verifies each step.

  • It operates in a model-agnostic way, allowing budget and requirements to be adjusted.
  • Results are provided as a report card and execution graph, allowing you to check what the agent did and why it did so.
  • The goal is to go beyond single-turn reasoning and scale to executing complex workflows that enterprises can trust.

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