Scale LLM Tools With a Remote MCP Architecture on Kubernetes

December 25, 2025

, By The New Stack

Scale LLM Tools With a Remote MCP Architecture on Kubernetes

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As AI systems move from experimentation to production, developers are starting to discover a new problem: The tools that large language models (LLMs) depend on do not scale well when they run on a single laptop. Early agent prototypes usually start with a simple local Model Context Protocol (MCP) server, which is perfect when you are exploring ideas, but these setups break quickly once multiple teams or real workloads enter the picture.

I ran into this firsthand while building LLM-driven automation inside enterprise environments. Our early…

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Scale LLM Tools With a Remote MCP Architecture on Kubernetes

December 25, 2025

, Published By The New Stack

Scale LLM Tools With a Remote MCP Architecture on Kubernetes

As AI systems move from experimentation to production, developers are starting to discover a new problem: The tools that large language models (LLMs) depend on do not scale well when they run on a single laptop. Early agent prototypes usually start with a simple local Model Context Protocol (MCP) server, which is perfect when you are exploring ideas, but these setups break quickly once multiple teams or real workloads enter the picture.

I ran into this firsthand while building LLM-driven automation inside enterprise environments. Our early…

Disclaimer

We strive to uphold the highest ethical standards in all of our reporting and coverage. We StartupNews.fyi want to be transparent with our readers about any potential conflicts of interest that may arise in our work. It’s possible that some of the investors we feature may have connections to other businesses, including competitors or companies we write about. However, we want to assure our readers that this will not have any impact on the integrity or impartiality of our reporting. We are committed to delivering accurate, unbiased news and information to our audience, and we will continue to uphold our ethics and principles in all of our work. Thank you for your trust and support.

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Previous News

AlphaFold Changed Science. After 5 Years, It’s Still Evolving

Next News

Add Women-Only Ride Option: Govt To Cab Aggregators

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