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Reliable autonomous agent loops v1.0.0

Use this resource to design autonomous agents that are reliable and controllable

New

  • 464 downloads
  • 109 likes
  • 182 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install reliable-autonomous-agent-loops

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent designs an autonomous loop: goal decomposition, planning, tool calls and self-correction. It points out that errors compound at each step and proposes guardrails, logging and autonomy granted gradually. You get an agent architecture with explicit limits.

Mostly picked by

Updated November 2, 2026

Card for the “Reliable autonomous agent loops” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • SKILL.md: capabilities, requirements and loop patterns
  • sub-skills/: ReAct loop, plan-and-execute, reflection and unbounded-autonomy anti-patterns

Good fit for

  • You want an agent to chain several actions without constant supervision
  • A prototype agent fails too often on long tasks

Not for

    Tags

    • autonomous agents
    • loop
    • guardrails
    • reliability

    About

    You say

    “Design an agent that handles refund requests, with guardrails and human approval above 100 €.”

    Card for the “Reliable autonomous agent loops” skill

    Skill published by dokhacgiakhoa under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to design autonomous agents that are reliable and controllable
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE2.4 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • SKILL.md1.8 KB
    • sub-skills/general-purpose-autonomy.md0.6 KB
    • sub-skills/plan-execute-pattern.md0.1 KB
    • sub-skills/react-agent-loop.md0.1 KB
    • sub-skills/reflection-pattern.md0.1 KB
    • sub-skills/trusting-agent-outputs.md0 KB
    • sub-skills/unbounded-autonomy.md0 KB

    Origin and licence

    Listed unmodified

    Author
    dokhacgiakhoa
    Source
    github.com/dokhacgiakhoa/agent-skills-4-vibe-coding-cli/tree/c4a059bbf7a8d6b2162071f0fbfe74053faa6d20/.agent/skills/autonomous-agents
    Licence
    MIT

    Notice

    « autonomous-agents » (dokhacgiakhoa, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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