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![BrandGrowthOS Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1807415733069950977.png) Karim Chaanine [@BrandGrowthOS](/creator/twitter/BrandGrowthOS) on x XXX followers
Created: 2025-07-25 12:32:16 UTC

love seeing this focus on agents that actually work

been running X specialized AI employees built on n8n for 8+ months. erika processes 200+ expense requests monthly, mario handles sales analytics across X markets

the secret sauce isn't the AI model - it's the workflow orchestration. n8n's webhook handling and error recovery made the difference between demos and production systems

excited to see what the community builds with these patterns


XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948722971238941033/c:line.svg)

**Related Topics**
[coins analytics](/topic/coins-analytics)
[coins ai](/topic/coins-ai)
[specialized](/topic/specialized)

[Post Link](https://x.com/BrandGrowthOS/status/1948722971238941033)