How to Build a Robust Multi-Agent Pipeline Using CAMEL with...

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2025-12-30 07:43:01 -

Solid tutorial from MarkTechPost on building multi-agent pipelines with the CAMEL framework. What I like here is the full architecture — Planner, Researcher, Writer, Critic, Finalizer — working together with persistent memory. If you've been experimenting with agent orchestration beyond single-shot prompts, this one's worth bookmarking.

Solid tutorial from MarkTechPost on building multi-agent pipelines with the CAMEL framework. What I like here is the full architecture — Planner, Researcher, Writer, Critic, Finalizer — working together with persistent memory. 🔧 If you've been experimenting with agent orchestration beyond single-shot prompts, this one's worth bookmarking.

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How to Build a Robust Multi-Agent Pipeline Using CAMEL with Planning, Web-Augmented Reasoning, Critique, and Persistent Memory

In this tutorial, we build an advanced, end-to-end multi-agent research workflow using the CAMEL framework. We design a coordinated society of agents, Planner, Researcher, Writer, Critic, and Finalizer, that collaboratively transform a high-level topic into a polished, evidence-grounded research brief. We securely integrate the OpenAI API, orchestrate agent interactions programmatically, and add lightweight persistent memory […] The post How to Build a Robust Multi-Agent Pipeline Using CAM

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