Topic

AI agents and local LLMs

Where autonomy helps, what to run locally, and how to account for operations rather than just the price per token.

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Articles in this topic

The first issue contains one foundational article. Related topics are available through recommendations at the end of the article.

AI and local LLMsJuly 28, 2026 · 10 min

Local LLM or cloud: how to choose a model for business

Running locally does not mean free, and the cloud does not necessarily mean losing control. The choice starts with data, latency, and operating requirements — and only then the model's name.

Essence
A local model wins where isolation, predictable load, and operation close to private data matter.
Risk
The team compares token prices with hardware prices and forgets updates, observability, quality, and redundancy.
Action
Run a two-week pilot on one process and calculate the cost of a successful operation, rather than the cost of running the model.
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