Local AI Advisor

What LLMs can Desktop PC · Ryzen 9 9950X (no GPU) · 64 GB DDR5 run?

64 GB RAM, no GPU, about $1,400. Every open model in our catalog, rated by the engine for chat and for agentic coding.

Best for chat

LFM2.5 24B-A2B

Excellent · Q4_K_M · 20–35 tok/s

Best for agentic coding

Qwen3.6 35B-A3B

Acceptable · Q4_K_M · 12–20 tok/s

Best open-source (OSI) pick

MiniCPM5 2B

Excellent · Q4_K_M · 20–35 tok/s

Runs well (13)

Fast enough and with memory to spare for everyday chat.

ModelChatAgentic codingQuantChat speed
LFM2.5 24B-A2BLiquid AIExcellentAcceptableQ4_K_M20–35 tok/s
MiniCPM5 2BOpenBMBOpen sourceExcellentAcceptableQ4_K_M20–35 tok/s
Llama 3.2 3B InstructMetaOpen weights (restricted)ExcellentTechnically RunsQ4_K_M16–25 tok/s
Qwen3.6 35B-A3BAlibaba QwenOpen sourceComfortableAcceptableQ6_K11–18 tok/s
Qwen3-Next 80B-A3B InstructAlibaba QwenOpen sourceComfortableAcceptableQ4_K_M15–25 tok/s
Gemma 4 26B-A4BGoogleOpen sourceComfortableAcceptableQ5_K_M10–17 tok/s
Qwen3.5 35B-A3BAlibaba QwenOpen sourceComfortableAcceptableQ6_K11–18 tok/s
gpt-oss-20bOpenAIOpen sourceComfortableAcceptableMXFP413–20 tok/s
GLM-4.7-Flash (30B-A3B)Z.aiOpen sourceComfortableAcceptableQ6_K10–17 tok/s
Qwen3 30B-A3B Instruct 2507Alibaba QwenOpen sourceComfortableBorderlineQ5_K_M11–18 tok/s
Kolibri-1 (78B-A3.5B)Aleph AlphaOpen sourceComfortableBorderlineQ4_K_M13–20 tok/s
Qwen3-Coder 30B-A3B InstructAlibaba QwenOpen sourceComfortableBorderlineQ5_K_M11–18 tok/s
Qwen3.5 4BAlibaba QwenOpen sourceComfortableBorderlineQ6_K9–15 tok/s

Usable with compromises (11)

Works, but you'll notice slower replies or tight memory.

ModelChatAgentic codingQuantChat speed
Qwen3.5 9BAlibaba QwenOpen sourceAcceptableBorderlineQ4_K_M6–11 tok/s
Nemotron 3.5 Bolt 74B-A9BNVIDIAAcceptableTechnically Runs4-bit5–9 tok/s
Gemma 4 12BGoogleOpen sourceAcceptableBorderlineQ4_K_M5–9 tok/s
GLM-4.6V-Flash (10B)Z.aiOpen sourceAcceptableBorderlineQ4_K_M6–10 tok/s
Qwen3 8BAlibaba QwenOpen sourceAcceptableBorderlineQ5_K_M6–10 tok/s
Gemma 4 E4BGoogleOpen sourceAcceptableBorderlineQ5_K_M6–10 tok/s
DeepSeek-R1-0528-Qwen3-8BDeepSeekOpen sourceAcceptableBorderlineQ5_K_M6–10 tok/s
Llama 3.1 8B InstructMetaOpen weights (restricted)AcceptableBorderlineQ5_K_M6–10 tok/s
Qwen3 14BAlibaba QwenOpen sourceAcceptableTechnically RunsQ4_K_M3.9–7 tok/s
Phi-4 (14B)MicrosoftOpen sourceAcceptableBorderlineQ4_K_M3.9–7 tok/s
Qwen2.5-Coder 7B InstructAlibaba QwenOpen sourceAcceptableBorderlineQ5_K_M6–11 tok/s

Loads, but not recommended (13)

Technically runs. Expect a frustrating experience.

ModelChatAgentic codingQuantChat speed
Qwen3.8 27BAlibaba QwenOpen sourceBorderlineTechnically RunsQ4_K_M2.2–3.7 tok/s
Qwen3.6 27BAlibaba QwenOpen sourceBorderlineTechnically RunsQ5_K_M1.8–3 tok/s
Qwen3.5 27BAlibaba QwenOpen sourceBorderlineTechnically RunsQ5_K_M1.8–3 tok/s
Gemma 4 31BGoogleOpen sourceBorderlineTechnically RunsQ4_K_M2–3.3 tok/s
GLM-4.5-Air (106B-A12B)Z.aiOpen sourceBorderlineDoes Not FitQ3_K_M4.3–7 tok/s
Muse Glimmer (30B)MetaOpen sourceBorderlineTechnically RunsQ4_K_M2.2–3.6 tok/s
Mistral Small 3.2 (24B)Mistral AIOpen sourceBorderlineTechnically RunsQ5_K_M2.1–3.5 tok/s
Gemma 3 27BGoogleOpen weights (restricted)BorderlineTechnically RunsQ5_K_M1.8–3.1 tok/s
Qwen3 32BAlibaba QwenOpen sourceBorderlineTechnically RunsQ5_K_M1.5–2.5 tok/s
Devstral Small 2 (24B)Mistral AIOpen sourceBorderlineTechnically RunsQ5_K_M2.1–3.5 tok/s
Qwen2.5-Coder 32B InstructAlibaba QwenOpen sourceBorderlineTechnically RunsQ5_K_M1.5–2.5 tok/s
Llama 4 Scout (109B-A17B)MetaOpen weights (restricted)BorderlineDoes Not FitQ3_K_M3.1–5 tok/s
Llama 3.3 70B InstructMetaOpen weights (restricted)Technically RunsTechnically RunsQ5_K_M0.7–1.2 tok/s

Doesn't fit or isn't supported (11)

Not enough usable memory, or the runtime can't run it here.

ModelChatAgentic codingQuantChat speed
DeepSeek-V4.1-Flash (748B-A16B)DeepSeekOpen sourceDoes Not FitDoes Not Fit——
Muse Spark Open 816B-A42BMetaDoes Not FitDoes Not Fit——
GLM-5.3 (753B-A40B)Z.aiDoes Not FitDoes Not Fit——
GLM-5.3-Flash (320B-A18B)Z.aiOpen sourceDoes Not FitDoes Not Fit——
DeepSeek-V4-Flash (284B-A13B)DeepSeekOpen sourceDoes Not FitDoes Not Fit——
Mistral Small 4 (119B-A6.5B)Mistral AIOpen sourceDoes Not FitDoes Not Fit——
Qwen3.5 122B-A10BAlibaba QwenOpen sourceDoes Not FitDoes Not Fit——
gpt-oss-120bOpenAIOpen sourceDoes Not FitDoes Not Fit——
Nemotron 3.5 Super VL 120B-A12BNVIDIAUnsupportedUnsupported——
Reflection Beam (501B-A23B)Reflection AIOpen sourceUnsupportedUnsupported——
Step 5 Preview 600B-A27BStepfunUnsupportedUnsupported——

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