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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Gál Tomáš

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#small language model Open access Oct 2026

Windows Process Priority and Local LLM Inference: A Counterbalanced Host-Runtime Study

This technical note quantifies the practical effect of the standard Windows process-priority mechanism on local large-language-model inference throughput. The experiment was conducted with Local Frontier Orchestrator (LFO) v9.6.3 on a constrained Windows 10 CPU-only host using Ollama and a Qwen 3.5 4B model profile. An...

Gál Tomáš · 0 citations
#small language model Open access Oct 2026

Reducing Context and Generation Traffic in a Local-First LLM Orchestrator: A Transferability Case Study

This technical note reports a bounded transferability experiment in the Local Frontier Orchestrator (LFO), a local-first conversational architecture combining a small local language model with selective escalation to a stronger remote model. The optimization direction was materially informed by Daniel Correa Villa's Pu...

Gál Tomáš · 0 citations

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