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HARDWARE / UNIFIED MEMORY

Apple silicon · 32 GB

24B–32B Q4 models become practical for one local user.

M-series Pro / Max32 GB
01 / PRACTICAL CEILING

Qwen3.6 35B-A3B

The highest listed result may be a tight or offloaded fit. For daily use, prefer the first result marked Holgado and keep context modest.

02 / DEFAULT RUNTIME

MLX LM

Native Apple silicon inference, experimentation and fine-tuning. Only for Apple silicon. Use an MLX-converted model and tune KV cache size for long contexts. The bundled mlx_lm.server is an OpenAI-compatible HTTP endpoint (default 127.0.0.1:8080), but upstream warns it implements only basic security checks and is not recommended for production.

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03 / MODEL ENVELOPE

Modelos open-weight representativos

Alibaba Qwen

Qwen3.6 35B-A3B

35B3B active · Q4 / NVFP4 MoE
Memoria estimada
~25 GB
Contexto
262K native
Alibaba Qwen

Qwen3 32B

32BGGUF Q4
Memoria estimada
~24.5 GB
Contexto
32K+
Alibaba Qwen

Qwen3 30B-A3B

30B3B active · GGUF Q4 MoE
Memoria estimada
~22.5 GB
Contexto
32K+
Alibaba Qwen

Qwen3.6 27B

27BQ4 / NVFP4 estimate
Memoria estimada
~18.5 GB
Contexto
262K native
Alibaba Qwen

Qwen3.8 27B

27BQ4 estimate
Memoria estimada
~19.5 GB
Contexto
262K native
Google

Gemma 3 27B

27BINT4
Memoria estimada
~20.5 GB
Contexto
128K
Atención

Fit is based on estimated total model memory. Driver support, KV cache, multimodal projectors, concurrency, and desktop applications can all reduce available headroom. Current fit: Qwen3.6 35B-A3B (Justo), Qwen3 32B (Justo), Qwen3 30B-A3B (Justo), Qwen3.6 27B (Justo), Qwen3.8 27B (Justo), Gemma 3 27B (Justo).