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infinite-oracle

Manager-first orchestration for a dedicated PECO worker: proactive installation, SOUL addendum injection, and optional Feishu-backed human-in-the-loop operations.

Why use this skill?

Deploy the infinite-oracle to automate your OpenClaw environment with a proactive PECO-based worker agent designed for resilience, iterative improvement, and human-in-the-loop control.

skill-install — Terminal

Install via CLI (Recommended)

clawhub install openclaw/skills/skills/kepanwang/infinite-oracle
Or

What This Skill Does

The infinite-oracle skill transforms your OpenClaw environment into a proactive, autonomous system manager. It acts as an orchestrator for a dedicated peco_worker agent, leveraging the PECO (Plan, Execute, Check, Optimize) loop to drive continuous improvement. Unlike standard agents that wait for direct instruction, the infinite-oracle actively maintains its environment, creates necessary workspaces, and injects a specialized 'SOUL' addendum to ensure the worker exhibits divergent thinking and capability accumulation. It bridges the gap between raw automation and human-managed oversight by facilitating Feishu-backed human-in-the-loop workflows.

Installation

To deploy the infinite-oracle, ensure you have the OpenClaw CLI configured. Run the installation command: clawhub install openclaw/skills/skills/kepanwang/infinite-oracle. Once installed, trigger the setup by informing the system: 'Install infinite oracle'. The agent will then check for the existing peco_worker, verify the workspace, and apply the required SOUL.md addendum, which encodes the agent's core mission and operational logic.

Use Cases

  • Autonomous Infrastructure Management: Automatically handle file structures, script repositories, and routine maintenance tasks without constant manual input.
  • Complex Task Iteration: For multi-step projects, the peco_worker applies the PECO loop to iterate through challenges, generate alternatives, and refine results based on internal check-points.
  • Knowledge Accumulation: Over time, the agent identifies repeated manual actions and converts them into reusable scripts, effectively acting as an automated DevOps or research assistant that improves its own efficiency with every cycle.

Example Prompts

  1. "Install infinite oracle and setup my workspace for the Q4 project tracking loop."
  2. "Review the current PECO worker state and check if there are any pending human-in-the-loop tasks in the backlog."
  3. "The current automation is stalling; use your divergent thinking capabilities to propose three alternative paths to reach our goal."

Tips & Limitations

  • Resource Management: Always use the recommended low-cost models for the peco_worker to ensure long-running loop cycles do not consume excessive tokens.
  • Human Oversight: While proactive, the oracle is designed to operate safely. When in doubt, it will default to pausing the execution to wait for your confirmation via the human-in-the-loop override channel.
  • SOUL Integrity: Do not manually delete the SOUL.md file as it contains the critical behavioral instructions that define the agent's identity and operational constraints.

Metadata

Author@kepanwang
Stars1776
Views1
Updated2026-03-02
View Author Profile
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Add to Configuration

Paste this into your clawhub.json to enable this plugin.

{
  "plugins": {
    "official-kepanwang-infinite-oracle": {
      "enabled": true,
      "auto_update": true
    }
  }
}

Tags(AI)

#automation#orchestration#peco-loop#agent-management
Safety Score: 4/5

Flags: file-write, file-read, code-execution