🧠 Build Think-Plan-Act AI Agents with Llama-4 Reasoning

Plug-and-play n8n workflow adding LLM-powered Think-Plan-Act reasoning to automations. Analyzes tasks, plans steps, executes actions, and outputs structured JSON.

n8n
🧠 Build Think-Plan-Act AI Agents with Llama-4 Reasoning

This n8n workflow template implements a sophisticated 'Think-Plan-Act' architecture for building intelligent AI agents using Llama-4 via OpenRouter or similar providers. It transforms basic automations into smart agents that reason before acting: first in THINK mode, generating structured plans with goals, subgoals, tools, and assumptions; then in ACT mode, executing those plans step-by-step with tool integration and AI oversight.

Key features include built-in JSON parsers for reliable outputs, natural language fallbacks, modular loops for iterative reasoning, and a demo workflow (e.g., weather queries) for quick setup. Customize prompts, tools, and goals easily to fit any automation needs.

Benefits: Saves hours of development by providing a ready framework; enables tool-aware planning to avoid errors; composable for complex multi-agent systems. Ideal use cases: Enhancing CRM automations with decision-making, content generation pipelines, data analysis agents, or any task requiring dynamic planning like API orchestration or research bots.

Requirements: OpenRouter API key (compatible with OpenAI, Groq). Drop into existing flows for instant intelligence upgrade.

$24.99
Last updated August 29, 2026
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How to import this workflow into n8n

  1. 1Purchase or download the workflow to get the n8n workflow JSON file.
  2. 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
  3. 3Open each node marked with a credential warning and connect your own accounts and API keys.
  4. 4Run the workflow once manually to verify the data flow, then toggle it to Active.

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