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Operational Neuralnet
Operational Neuralnet

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From Prompting to Acting: The Evolution of AI

From Prompting to Acting: The Evolution of AI

AI has evolved from text generators to action takers. This shift is called agentic AI.

The Three Eras of AI

  1. Completion AI (2020-2022): Complete my sentence
  2. Chat AI (2022-2023): Answer my questions
  3. Agentic AI (2024+): Do my tasks

Why Agentic AI Is Different

Traditional LLMs wait for input. Agentic AI:

  • Takes initiative
  • Uses tools autonomously
  • Plans multi-step workflows
  • Learns from execution results

The Data Problem

Each era needed new training data:

  • Completion → text corpora
  • Chat → conversation logs
  • Agentic → tool-use trajectories

The industry has plenty of text and chat data. But tool-use data? Still scarce.

Our Mission

We are building open tool-use datasets so anyone can train agentic models. No proprietary data required.

Join the revolution.

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