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HARDWARE / UNIFIED MEMORY

Mac mini M6 · 24 GB

A compact current-generation Mac with 24 GB unified memory. Keep macOS, runtime, and KV-cache headroom separate from model weights.

Birincil kaynak
Current compact Apple desktop24 GB
01 / PRACTICAL CEILING

Qwen3.6 27B

The highest listed result may be a tight or offloaded fit. For daily use, prefer the first result marked Rahat 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.

Rehberi aç
03 / MODEL ENVELOPE

Temsilî açık ağırlıklı modeller

Alibaba Qwen

Qwen3.6 27B

27BQ4 / NVFP4 estimate
Tahmini bellek
~18.5 GB
Bağlam
262K native
Mistral AI

Devstral Small 2 24B

24BGGUF Q4 / BF16
Tahmini bellek
~18.5 GB
Bağlam
256K
OpenAI

gpt-oss-20b

21B3.6B active · MXFP4
Tahmini bellek
~16 GB
Bağlam
128K
Alibaba Qwen

Qwen3 14B

14BGGUF Q4
Tahmini bellek
~11.2 GB
Bağlam
32K+
Google

Gemma 3 12B

12BINT4
Tahmini bellek
~9.4 GB
Bağlam
128K
Alibaba Qwen

Qwen3 8B

8BGGUF Q4
Tahmini bellek
~6.8 GB
Bağlam
32K+
Dikkat

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 27B (Sınırda), Devstral Small 2 24B (Sınırda), gpt-oss-20b (Sınırda), Qwen3 14B (Rahat), Gemma 3 12B (Rahat), Qwen3 8B (Rahat).