🧠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.
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.
New buyers can create an account from the cart to unlock a controlled $10 first-purchase credit on eligible orders of $25+.
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How to import this workflow into n8n
- 1Purchase or download the workflow to get the n8n workflow JSON file.
- 2In your n8n instance, open Workflows and choose "Import from File" (or paste the JSON with Ctrl+V on the canvas).
- 3Open each node marked with a credential warning and connect your own accounts and API keys.
- 4Run the workflow once manually to verify the data flow, then toggle it to Active.
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