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Nicolás Sánchez 2026-03-10 17:13:15 -03:00
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A multi-agent pipeline that takes a CoinMarketCap URL and produces a comprehensive markdown analysis report for a crypto project. A multi-agent pipeline that takes a CoinMarketCap URL and produces a comprehensive markdown analysis report for a crypto project.
Built on [OpenClaw](https://openclaw.dev) with local LLMs via LM Studio / Ollama. Built on [OpenClaw](https://openclaw.ai) with local LLMs via LM Studio / Ollama.
The architecture is specifically designed to get good results from small local models (20B). Each agent has a narrow, well-defined job with tight instructions — operators are dumb and deterministic, the analyst reasons freely but on a pre-assembled payload. Context isolation, parallel execution, and explicit skill files do the heavy lifting so the models don't have to. On a capable model like GPT-4 or Claude, most of this pipeline would be unnecessary — a single agent could handle it all. The architecture is specifically designed to get good results from small local models (20B). Each agent has a narrow, well-defined job with tight instructions — operators are dumb and deterministic, the analyst reasons freely but on a pre-assembled payload. Context isolation, parallel execution, and explicit skill files do the heavy lifting so the models don't have to. On a capable model like GPT-4 or Claude, most of this pipeline would be unnecessary — a single agent could handle it all.