This workflow creates a self-improving AI agent inside n8n that can understand natural language tasks, plan steps, use …
This workflow creates a self-improving AI agent inside n8n that can understand natural language tasks, plan steps, use tools (HTTP, code, search, …), reflect on results, and continue until the goal is reached — then deliver the final answer. How it works Webhook or manual trigger receives a task description LLM creates initial plan + first tool call (or finishes immediately) Loop: • Execute chosen tool • Send observation back to LLM • LLM reflects → decides next action or finish When finished → format final answer, save result, send Slack notification Setup steps Connect OpenAI (or Anthropic/Groq/Gemini) credential (Optional) Connect Slack credential for notifications Replace the placeholder “Other Tools” Code node with real tool nodes (Switch + HTTP Request, Google Sheets, Code node, etc.) Test with simple tasks first: • “What is the current weather in Ahmedabad?” • “Calculate 17×42 and explain the steps” Adjust max iterations (via SplitInBatches or custom counter) to prevent infinite loops Activate the workflow and send POST request to webhook with JSON: {"task": "your task here"} Requirements LLM API access (gpt-4o-mini works well for testing) Optional: Slack workspace for alerts Customization tips Upgrade to stronger reasoning models (o1-preview, Claude 3.5/3.7 Sonnet, Gemini 2.0) Add real tools: browser automation, vector DB lookup, file read/write, calendar Improve memory: append full history or use external vector store Add cost/safety guardrails (max iterations, forbidden actions) Contact Us If you need help setting up this workflow, want custom modifications, or have questions about integrating specific tools/services: 🌐 Website: https://www.oneclickitsolution.com/contact-us/. An n8n automation workflow template by Oneclick AI Squad.
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