LocalsOnlyevaluationsHow to read this

WELCOME TO THE LOCAL SIDE

Small machines.
Big possibilities.

A little desk space. A lot to discover. We put local AI through its paces on real hardware, so you can find the right model for your own corner of the world.

Serious tests. Room to play.

YOUR DESK
IS THE LAB
A whimsical home lab with a smiling lavender monitor, mini computer, compact server, plants, coffee, and a sleeping cat.

FRESH FROM THE BENCH

GLM-5.3-Flash · SGLang

2× GB10 (DGX Spark head + ASUS GX10 worker) · 256GB total · NVFP4 (LibertAIDAI)

Explore this setup ↗
Latest · SWE-bench Verified60.0%2026-10-22
Benchmarks tested4898 scored trials

Leaderboard

Explore the tests ↗
20 results · Scientific reasoningScoring & protocols ↗
Model / setupRuns onEvidence
GPT-6 AstraOpenAI evaluation96.0%Cloud / APIPublished ↗
Gemini 3.8 FlashOpenAI comparison95.3%Cloud / APIPublished ↗
GPT-5.6 SolOpenAI evaluation94.6%Cloud / APIPublished ↗
Gemini 3.1 Pro PreviewGoogle DeepMind evaluation94.3%Cloud / APIPublished ↗
Gemini 3.1 Pro PreviewOpenAI comparison94.3%Cloud / APIPublished ↗
Claude Fable 5.1OpenAI comparison93.7%Cloud / APIPublished ↗
Claude Opus 5OpenAI comparison93.7%Cloud / APIPublished ↗
Claude Opus 4.8Anthropic system card93.6%Cloud / APIPublished ↗
GPT-5.6 TerraOpenAI evaluation92.9%Cloud / APIPublished ↗
Claude Fable 5OpenAI comparison92.6%Cloud / APIPublished ↗
GPT-5.6 LunaOpenAI evaluation92.3%Cloud / APIPublished ↗
GLM-5.3-Flash NVFP4NVIDIA evaluation92.1%UnspecifiedPublished ↗
Claude Opus 4.8OpenAI comparison92.0%Cloud / APIPublished ↗
Qwen 3.8 27BBF16 reference89.2%UnspecifiedPublished ↗
Qwen 3.8 Flash-Next · llama.cppUD-IQ3_XXS88.4%LocalGB10 · 128GBMeasured ↗
GLM-5.3-Flash · TensorFoldEXL3 TR3 4bpw87.4%Local2× GB10 (DGX Spark head + ASUS GX10 worker) · 256GB totalMeasured ↗
GLM-5.3-Flash · SGLangNVFP4 (LibertAIDAI)86.9%Local2× GB10 (DGX Spark head + ASUS GX10 worker) · 256GB totalMeasured ↗
GLM-5.3-Flash · vLLMEXL3 TR3 4bpw85.9%Local2× GB10 (DGX Spark head + ASUS GX10 worker) · 256GB totalMeasured ↗
DeepSeek V4 Flash · llama.cppUD-IQ3_XXS75.8%LocalGB10 · 128GBMeasured ↗
Qwen 3.8 27B · llama.cppUD-Q4_K_XL73.2%LocalGB10 · 128GBMeasured ↗

Reported scores; setups and evaluation protocols differ. How to compare ↗