---
title: "Discussion on \"Multi‑Agent Firecrawl Research: My Fallback Chain That Refuses to Pretend It Knows the Company\" | Hashnode"
description: "Discussion on \"Multi‑Agent Firecrawl Research: My Fallback Chain That Refuses to Pretend It Knows the Company\". I didn't build my company research pipeline to be clever. I built it because enrichment is where systems quietly start lying. A recruiter asks for \"Cedrus\" and the internet gives you three Cedruses, two dead domains, and a LinkedIn vanity URL that do..."
url: "https://hashnode.com/posts/multiagent-firecrawl-research-my-fallback-chain-that-refuses-to-pretend-it-knows-the-company/69b06bb4054f379c7fa6fa68"
---

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# [Multi‑Agent Firecrawl Research: My Fallback Chain That Refuses to Pretend It Knows the Company](https://craftedbydaniel.hashnode.dev/multiagent-firecrawl-research-my-fallback-chain-that-refuses-to-pretend-it-knows-the-company?utm_source=hashnode&utm_medium=feed)

I didn't build my company research pipeline to be clever. I built it because enrichment is where systems quietly start lying. A recruiter asks for "Cedrus" and the internet gives you three Cedruses, two dead domains, and a LinkedIn vanity URL that do...

Mar 10 · 9 min read · craftedbydaniel.hashnode.dev  
Updated Mar 23  
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-   [#bingsearch](https://hashnode.com/tag/bingsearch)
-   [#firecrawl](https://hashnode.com/tag/firecrawl)
-   [#python](https://hashnode.com/tag/python)
-   [#webresearch](https://hashnode.com/tag/webresearch)

## Written by

[Daniel Anthony Romitelli Jr](https://hashnode.com/@romiteld)

@romiteld · East Aurora NY

  
[View profile](https://hashnode.com/@romiteld)

AI engineer. LLM agents, RAG, Azure AI Foundry, Python/TypeScript. Navy veteran. Builder of Scenematic, Pramaana, and production multi-agent systems. I write about what I actually ship.

Sr. AI Engineer & Architect. Building deterministic, context-aware AI for enterprise production.

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