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autonomous-agents

Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it's making them reliable. Every extra decisi

  • Skills
  • AI research
  • 119

What it does and how to use it

A skill that teaches Claude Code to do ai research tasks well. It is packaged knowledge the model uses whenever it is relevant.

  1. Install the skill (command above).
  2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
  3. No commands to memorize: you talk in plain language and the skill does the rest.

Install (Claude Code)

mkdir -p .claude/skills/autonomous-agents && curl -fsSL https://doutorai.pt/data/lib/skills__autonomous-agents.md -o .claude/skills/autonomous-agents/SKILL.md

Paste this command into the terminal, in your project folder, and the component installs automatically.

Content

---
name: autonomous-agents
description: "Autonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human guidance. The challenge isn't making them capable - it's making them reliable. Every extra decision multiplies failure probability.  This skill covers agent loops (ReAct, Plan-Execute), goal decomposition, reflection patterns, and production reliability. Key insight: compounding error rates kill autonomous agents. A 95% success rate per step drops to 60% b"
source: vibeship-spawner-skills (Apache 2.0)
---

# Auto

- 🔒 Full content on the Pro plan (€7.99/month) -

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