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![dndNGMI Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1911036364398997504.png) dndNGMI [@dndNGMI](/creator/twitter/dndNGMI) on x 1575 followers
Created: 2025-07-02 22:22:02 UTC

🚀 Why settle for one model when you can orchestrate three? Build powerful AI pipelines with model swarms.
Chain Qwen, Llama, DeepSeek—or design your own stack.

Pipeline:
X. Qwen3-30B-A3B - Generates the initial structured, reasoned response.
X. Meta-Llama-3.1-70B Instruct - Refines, enriches, and improves language nuance and style.
X. DeepSeek-R1 - Acts as a validator and final polisher to ensure accuracy, consistency, and depth.

@deepseek_ai @Meta @Alibaba_Qwen

This Setup is Excellent For:
- Complex reasoning tasks
- Detailed technical explanations
- Creative story development
- Minimizing hallucinations via layered validation

@Sagaxyz__

![](https://pbs.twimg.com/media/Gu4prdhW4AAloyI.jpg)

XXXXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1940536470474826190/c:line.svg)

**Related Topics**
[$dnd](/topic/$dnd)
[$clstr](/topic/$clstr)
[specialized](/topic/specialized)
[deepseekr1](/topic/deepseekr1)
[stack](/topic/stack)
[coins ai](/topic/coins-ai)

[Post Link](https://x.com/dndNGMI/status/1940536470474826190)

[GUEST ACCESS MODE: Data is scrambled or limited to provide examples. Make requests using your API key to unlock full data. Check https://lunarcrush.ai/auth for authentication information.]

dndNGMI Avatar dndNGMI @dndNGMI on x 1575 followers Created: 2025-07-02 22:22:02 UTC

🚀 Why settle for one model when you can orchestrate three? Build powerful AI pipelines with model swarms. Chain Qwen, Llama, DeepSeek—or design your own stack.

Pipeline: X. Qwen3-30B-A3B - Generates the initial structured, reasoned response. X. Meta-Llama-3.1-70B Instruct - Refines, enriches, and improves language nuance and style. X. DeepSeek-R1 - Acts as a validator and final polisher to ensure accuracy, consistency, and depth.

@deepseek_ai @Meta @Alibaba_Qwen

This Setup is Excellent For:

  • Complex reasoning tasks
  • Detailed technical explanations
  • Creative story development
  • Minimizing hallucinations via layered validation

@Sagaxyz__

XXXXX engagements

Engagements Line Chart

Related Topics $dnd $clstr specialized deepseekr1 stack coins ai

Post Link

post/tweet::1940536470474826190
/post/tweet::1940536470474826190