a free model on your 24GB GPU codes within 4 points of Claude Opus. meet Qwen3.6-27B

on a single 24GB card in 2026 there's no one 'best' — it's a clean three-way split: Qwen3.6-27B for coding, Gemma 4 for vision, gpt-oss-20b for raw… Aliteq Lena Fischer · AI & Local Compute Editor

The three-way split, decided for you

Here's the part the GPU-upgrade crowd hates to hear. What model fits is decided almost entirely by VRAM capacity, not by which generation of card you own. A five-year-old used RTX 3090 has the…

The hardware truth: 3090 vs 4090 vs 5080 barely matters for what fits

First, the gpt-oss '128k context trap': the model advertises a 128k context window, but actually setting it that high on a memory-limited card pushes the KV cache into system RAM over PCIe, and…

Two things that quietly change your results

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Aliteq a free model on your 24GB GPU codes within 4 points of Claude Opus. meet Qwen3.6-27B Read the full story on Aliteq

a free model on your 24GB GPU codes within 4 points of Claude Opus. meet Qwen3.6-27B

The three-way split, decided for you

Here's the part the GPU-upgrade crowd hates to hear. What model *fits* is decided almost entirely by VRAM capacity, not by which generation of card you own. A five-year-old used RTX 3090 has the…

First, the gpt-oss '128k context trap': the model advertises a 128k context window, but actually setting it that high on a memory-limited card pushes the KV cache into system RAM over PCIe, and…

Read the full story

Here's the part the GPU-upgrade crowd hates to hear. What model fits is decided almost entirely by VRAM capacity, not by which generation of card you own. A five-year-old used RTX 3090 has the…