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![digitalocean Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::457033547.png) DigitalOcean [@digitalocean](/creator/twitter/digitalocean) on x 222.2K followers
Created: 2025-07-17 20:59:15 UTC

Why it matters: traditional single-agent #LLMs lack the fidelity to simulate real-world decision-making.

TradingAgents addresses two key problems:
🔵No realistic team-based modeling
🔵Poor context tracking via unstructured messaging

It uses ReAct-style prompting + agent specialization to fix this.


XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1945951453576892727/c:line.svg)

**Related Topics**
[realworld](/topic/realworld)
[$docn](/topic/$docn)

[Post Link](https://x.com/digitalocean/status/1945951453576892727)