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Trinity Large Thinking: Available on OpenRouter. Try now ↗ ENTERPRISE Research COMPANY Get API Blog / Is Running Language Models on CPU Really Viable? Is Running Language Models on CPU Really Viable? Andrew Walko , Julien Simon , Colin Kealty , • July 9, 2025 Running language models on CPUs has been discussed for some time, but delivering accurate results with production-level performance remains unproven. So, is using CPUs for language models truly viable in production? Running inference with large language models involves thousands of matrix multiplications, tensor operations, and other compute- and memory-intensive tasks. The need to perform these operations in parallel has made GPUs the natural choice for hosting models. However, GPUs come with one major drawback: everyone wants them, and they’re in limited supply, which drives up the cost. This fact has inspired companies like Meta, Microsoft, Alibaba, and Arcee AI to release small language models (SLMs), such as Llama, Phi, Qwen, and AFM, which can run efficiently on low VRAM GPUs. However, even these GPUs can have a prohibitive price tag if not managed properly,..."},"evidence_pages":[],"related_signals":[{"id":"c7d35d55-8f3c-42a7-82a3-75742c018efd","url":"https://onlylabs.fyi/signals/c7d35d55-8f3c-42a7-82a3-75742c018efd","source_url":"https://www.arcee.ai/blog/genesis-science-1","title":"Genesis Science 1","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-07-22T00:00:00.000Z","first_seen_at":"2026-07-22T20:01:42.735405+00:00","date_source":"page.visible_date"},{"id":"6098a9a4-d166-4392-81ba-82ebb7a09509","url":"https://onlylabs.fyi/signals/6098a9a4-d166-4392-81ba-82ebb7a09509","source_url":"https://www.arcee.ai/blog/why-we-made-hugging-face-the-home-for-everything-we-build","title":"Why We Made Hugging Face The Home For Everything We Build","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-06-09T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.835475+00:00","date_source":"page.visible_date"},{"id":"ddd43871-5f36-49ae-8f43-1d3699adf199","url":"https://onlylabs.fyi/signals/ddd43871-5f36-49ae-8f43-1d3699adf199","source_url":"https://www.arcee.ai/blog/trinity-is-moving-to-openmdw-1-1","title":"Trinity Is Moving To Openmdw 1 1","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-05-29T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.835475+00:00","date_source":"page.visible_date"},{"id":"8a6fbc68-7e04-41d9-b1e5-9ab0340c2dc8","url":"https://onlylabs.fyi/signals/8a6fbc68-7e04-41d9-b1e5-9ab0340c2dc8","source_url":"https://www.arcee.ai/blog/announcing-the-arcee-foundation-model-family","title":"Announcing The Arcee Foundation Model Family","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-06-18T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.835475+00:00","date_source":"page.visible_date"},{"id":"fe46b495-018b-43b6-a1a1-3e53923fb7e8","url":"https://onlylabs.fyi/signals/fe46b495-018b-43b6-a1a1-3e53923fb7e8","source_url":"https://www.arcee.ai/blog/arcee-maestro-7b-preview-arcee-blitz-advancing-reasoning-and-speed-in-smaller-models","title":"Arcee Maestro 7b Preview Arcee Blitz Advancing Reasoning And Speed In Smaller Models","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-02-21T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.835475+00:00","date_source":"page.visible_date"},{"id":"b738e573-569d-46e9-b3e1-1d9991f2d7c3","url":"https://onlylabs.fyi/signals/b738e573-569d-46e9-b3e1-1d9991f2d7c3","source_url":"https://www.arcee.ai/blog/arcee-mergekit-our-commitment-to-open-source","title":"Arcee Mergekit Our Commitment To Open Source","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2024-03-06T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:30.835475+00:00","date_source":"page.visible_date"}]}