Blog Posts | Joshua Berkowitz

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semantic routing ×

Modular Architecture and LoRA Supercharge Semantic Routing Efficiency

Semantic routing has historically hit a wall when scaling to new classification tasks. Each new intent or filter often required an additional heavy machine learning model, driving up computational cos...

cloud-native Flash Attention LoRA machine learning modular architecture multilingual models Rust semantic routing

Oct 27, 2025

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News

Intent-Aware LLM Gateways: A Practical Review of vLLM Semantic Router

Large language model applications rarely involve a single task or a single best model. A customer conversation can shift from arithmetic to code to creative writing within minutes. The vLLM Semantic R...

envoy extproc llm gateway modernbert openai-compatible api owasp llm top 10 semantic caching semantic routing

Oct 14, 2025

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Github Repos

Smarter LLMs: How the vLLM Semantic Router Delivers Fast, Efficient Inference

Large language models are evolving rapidly. Instead of simply increasing their size, innovators now focus on maximizing efficiency, reducing latency, and assigning compute resources according to query...

enterprise AI Kubernetes latency optimization LLM inference model efficiency open source AI semantic routing

Sep 17, 2025

0 44044

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