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Device profile · Android

Best local LLMs for Samsung Galaxy S26 Ultra (16GB, 1TB config)

Samsung Galaxy S26 Ultra (16GB, 1TB config) has ~12 GB usable for model weights and runs 66 of 135 popular models. Best tool: PocketPal AI.

65 run well 1 tight fit 69 too heavy
Usable memory
~12 GB
Models run
66
Too large
69
Top pick
12B
Top pick Q4_K_M

Runs at Q4_K_M using ~8.9 GB of ~12 GB usable.

Runs on Samsung Galaxy S26 Ultra (16GB, 1TB config)

Compatible models 66 total

Best way to run models on Android

Runtime guide Android

Beginner: PocketPal AI, Polished app, download GGUF and run offline.

Power user: MLC LLM / LiteRT-LM, GPU/NPU acceleration paths for supported chips.

NPU acceleration is limited and chip-specific; most apps run on CPU. Expect 1B-4B class.

Full Android tool guide →

FAQ

What is the best local LLM for Samsung Galaxy S26 Ultra (16GB, 1TB config)?

Gemma 3 12B is the strongest model that runs comfortably, using ~8.9 GB at Q4_K_M of the ~12 GB usable on Samsung Galaxy S26 Ultra (16GB, 1TB config).

How much of Samsung Galaxy S26 Ultra (16GB, 1TB config)'s memory can I use for a model?

About 12 GB. On a CPU-only machine, leave headroom for the OS and apps.

Which tool should I use on Android?

PocketPal AI (Polished app, download GGUF and run offline.) or MLC LLM / LiteRT-LM for speed. NPU acceleration is limited and chip-specific; most apps run on CPU. Expect 1B-4B class.

Compare nearby devices

Hardware with a similar usable pool, and how many of the 135 tracked models each runs next to Samsung Galaxy S26 Ultra (16GB, 1TB config)'s 66.

Sources

Memory figures are estimates. See methodology.