Qwen3.6 35B-A3B
Qwen / 35B / Q4_K_M / ~22 GB
Best for: Reasoning, Coding, Agents·Perf: ~38.6 tok/s (est.) · first token ~1.5s
Best for reasoning, coding, agents. Strong fit for 64 GB RAM with balanced speed and quality.
Ranked open-weight models that run well on a 64GB machine — with estimated speed and the exact ollama command for each.
Try: RTX 4090, MacBook Pro M4, 16GB, iPhone 17 Pro
Estimates assume a representative Apple-Silicon machine with 64GB unified memory. Tok/s are ModelFit estimates, not measured benchmarks. Run the wizard for figures tuned to your exact chip.
Qwen / 35B / Q4_K_M / ~22 GB
Best for: Reasoning, Coding, Agents·Perf: ~38.6 tok/s (est.) · first token ~1.5s
Best for reasoning, coding, agents. Strong fit for 64 GB RAM with balanced speed and quality.
Qwen / 35B / Q4_K_M / ~20 GB
Best for: Reasoning, Coding, Agent scenarios·Perf: ~38.6 tok/s (est.) · first token ~1.5s
Best for reasoning, coding, agent scenarios. Strong fit for 64 GB RAM with balanced speed and quality.
Qwen / 27B / Q4_K_M / ~16 GB
Best for: Chat, Coding, Complex reasoning·Perf: ~48.8 tok/s (est.) · first token ~0.7s
Best for chat, coding, complex reasoning. Strong fit for 64 GB RAM with balanced speed and quality.
Qwen / 27B / Q4_K_M / ~18 GB
Best for: Coding, Quality, Long context·Perf: ~48.8 tok/s (est.) · first token ~0.7s
Best for coding, quality, long context. Strong fit for 64 GB RAM with balanced speed and quality.
Gemma / 26B / Q4_K_M / ~16 GB
Best for: Chat, Coding, Multimodal·Perf: ~50.5 tok/s (est.) · first token ~0.6s
Best for chat, coding, multimodal. Strong fit for 64 GB RAM with balanced speed and quality.
LFM2 / 24B / Q4_K_M / ~14 GB
Best for: Local AI agents, privacy-first tool calling, MCP workflows·Perf: ~54.3 tok/s (est.) · first token ~0.6s
Best for local ai agents, privacy-first tool calling, mcp workflows. Strong fit for 64 GB RAM with balanced speed and quality.
Gemma / 31B / Q4_K_M / ~20 GB
Best for: Quality, Coding, Multimodal·Perf: ~43.1 tok/s (est.) · first token ~1.5s
Best for quality, coding, multimodal. Strong fit for 64 GB RAM with balanced speed and quality.
Qwen / 30B / Q4_K_M / ~22 GB
Best for: Quality, Coding·Perf: ~44.4 tok/s (est.) · first token ~1.5s
Best for quality, coding. Strong fit for 64 GB RAM with balanced speed and quality.
Gemma / 27B / Q4_K_M / ~21 GB
Best for: Quality, Coding·Perf: ~48.8 tok/s (est.) · first token ~0.7s
Best for quality, coding. Strong fit for 64 GB RAM with balanced speed and quality.
Mistral / 46.7B / Q4_K_M / ~30 GB
Best for: Coding, Quality·Perf: ~29.8 tok/s (est.) · first token ~1.6s
Best for coding, quality. Strong fit for 64 GB RAM with balanced speed and quality.
Mistral / 24B / Q4_K_M / ~15 GB
Best for: Chat, Coding·Perf: ~54.3 tok/s (est.) · first token ~0.6s
Best for chat, coding. Strong fit for 64 GB RAM with balanced speed and quality.
Mistral / 22B / Q4_K_M / ~17 GB
Best for: Coding, Quality·Perf: ~58.7 tok/s (est.) · first token ~0.6s
Best for coding, quality. Strong fit for 64 GB RAM with balanced speed and quality.
The wizard tunes picks and speed estimates to your exact device, chip, and RAM.