Qwen3.6 35B (3B active) APEX-I-Quality
on NVIDIA RTX 5060 Ti 16GB · llama.cpp · 131,072 ctx
Sep 9, 2026
Use cases
codingagentic
Summary
User benchmarks multiple models on 16 GB of VRAM. Qwen3.6-35B-A3B-APEX-I-Quality reaches 96.7% HumanEval pass@1, 100% agentic success and 37.2 tok/s. Ornith-1.0-35B IQ4_NL runs at 38 tok/s.
Other models tested are Qwen3.8-27B variants, gemma-4-26B-A4B, KAT-Coder-V2.5-Dev and Qwen3.5-9B.
Ornith 1.0 35B A3B wins overall.