ThibautMelen

🐔 Autonomous Agent

Name: 🐔 Autonomous Agent
Author: ThibautMelen

Development community intermediate

SOURCE https://github.com/ThibautMelen/agentic-ai-systems

Description

> **TL;DR:** Long-running agents that independently plan, execute, and adapt based on environment feedback. Maximum autonomy, but requires guardrails. ---

Installation

This entry records only its repository, not the path inside it, so there is no exact command to give. Open the source below and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

Repository README

This is the README for ThibautMelen/agentic-ai-systems, shared by 3 entries in this directory. It describes the repository, not this entry specifically.

[🏠 Home](../README.md) › [Autonomous](./) › **🐔 Autonomous Agent**

[← Autonomous](./) ━━━━━━━━━━━━━━━━━━━━━━●━━━━━━━━━━━━━ [Multi-Window Context →](multi-window.md)

🐔 Autonomous Agent

**TL;DR:** Long-running agents that independently plan, execute, and adapt based on environment feedback. Maximum autonomy, but requires guardrails.

Diagram

%%{init: {'theme': 'base', 'themeVariables': {'lineColor': '#64748b'}}}%%
flowchart TB
    classDef user fill:#6366f1,stroke:#4f46e5,stroke-width:2px,color:#ffffff
    classDef data fill:#06b6d4,stroke:#0891b2,stroke-width:2px,color:#ffffff
    classDef main fill:#8b5cf6,stroke:#7c3aed,stroke-width:2px,color:#ffffff
    classDef state fill:#10b981,stroke:#059669,stroke-width:2px,color:#ffffff
    classDef wizard fill:#14b8a6,stroke:#0d9488,stroke-width:2px,color:#ffffff

    GOAL["🙋‍♀️📥 Goal"]:::user --> PLAN["🐔📋 Plan"]:::main
    PLAN --> ACT["🐔⚡ Act"]:::state
    ACT --> ENV["🌍 Environment"]:::data
    ENV --> OBSERVE["🐔👀 Observe"]:::data
    OBSERVE --> REFLECT{"🐔💭 Reflect"}:::wizard

    REFLECT -->|"🐔🔄 Adjust"| PLAN
    REFLECT -->|"🐔▶️ Continue"| ACT
    REFLECT -->|"🐔✅ Done"| DONE["💁‍♀️📤 Result"]:::user

The Agent Loop

%%{init: {'theme': 'base', 'themeVariables': {'lineColor': '#64748b'}}}%%
stateDiagram-v2
    [*] --> Planning: 🙋‍♀️📥 Receive goal
    Planning --> Executing: 🐔📋 Create plan
    Executing --> Observing: 🐔⚡ Take action
    Observing --> Reflecting: 🐔👀 Get feedback
    Reflecting --> Planning: 🐔🔄 Adjust
    Reflecting --> Executing: 🐔▶️ Continue
    Reflecting --> [*]: 💁‍♀️📤 Goal achieved

Key Insight

┌─────────────────────────────────────────────────────────────────────────────┐
│  🐔 AUTONOMOUS AGENT: What Makes It Different                               │
├─────────────────────────────────────────────────────────────────────────────┤
│                                                                             │
│  Agents are emerging in production as LLMs mature in key capabilities:      │
│                                                                             │
│  ✅ Understanding complex inputs                                            │
│  ✅ Engaging in reasoning and planning                                      │
│  ✅ Using tools reliably                                                    │
│  ✅ Recovering from errors                                                  │
│                                                                             │
│  During execution, it's CRUCIAL for agents to gain "ground truth"           │
│  from the environment at each step (tool results, code execution)           │
│  to assess their progress.                                                  │
│                                                                             │
└─────────────────────────────────────────────────────────────────────────────┘