CONCEPTS & TURNING POINTS / 1 MIN READ

Agents, Autonomy, and Tool Use

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Recent AI moves from answering to acting: planning, using tools, and operating environments. This sub-article expands Section 3 of Recent Topics and complements Agents & Tooling.

Agentic Workflows

  • Models plan, call APIs, browse, write code, and act on users’ behalf.
  • Computer-use agents operate a desktop/browser like a human (Anthropic’s computer use, OpenAI’s Operator).

Reasoning Models

  • Chain-of-thought and “thinking” models (o1/o3-style) spend tokens on deliberation.

Robotics

  • Vision-language-action models (RT-2, Figure) connect LLMs to physical embodiment.

Safety of Agents

  • Autonomy raises new risks: unintended actions, persistent goals, and accountability gaps.
  • See AI Safety.

Why It Matters

Agents turn language models into general-purpose tools that change how work and decisions happen.

Sources

  • Anthropic. Computer use announcement (2024).
  • OpenAI. Operator (2025).

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