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suhaselcuk

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1 points·by suhaselcuk·16 วันที่ผ่านมา·0 comments

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1 points·by suhaselcuk·เดือนที่แล้ว·0 comments

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1 points·by suhaselcuk·เดือนที่แล้ว·0 comments

The energy efficiency of agent networks

vdf.ai
2 points·by suhaselcuk·เดือนที่แล้ว·1 comments

Build private AI agents on your company data – for real workflows

vdf.ai
2 points·by suhaselcuk·เดือนที่แล้ว·0 comments

The Self-Evolving Model Router

vdf.ai
2 points·by suhaselcuk·เดือนที่แล้ว·0 comments

VDF AI – Multi-agent AI orchestration with dynamic model routing

vdf.ai
2 points·by suhaselcuk·เดือนที่แล้ว·0 comments

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suhaselcuk
·16 วันที่ผ่านมา·discuss
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·เดือนที่แล้ว·discuss
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suhaselcuk
·เดือนที่แล้ว·discuss
I’m very happy to share one of the most meaningful pieces of work I’ve done in my career so far.

For the last few months, we have been working on a system for multi-agent orchestration and model routing with one clear focus: Reducing energy consumption without compromising quality.

In the AI world, most of the attention around energy goes to model training, model development, and model serving. But there is another layer that is often overlooked: The energy consumption of the systems we build around LLMs. Our model routing architecture at VDF AI works across 6 layers, can operate in 4 different modes, and continuously learns through LinUCB.

In our tests, we measured a 81–95% reduction in energy consumption, without degrading output quality or changing the expected system behavior. Seeing that result was honestly one of the most rewarding moments of this journey.
suhaselcuk
·เดือนที่แล้ว·discuss
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