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Local vs Cloud: How Close Are We?
Full benchmark →77.2%
SWE-Bench Verified
Qwen3.6-27B (Apr 2026) — best dense open coding model
o-series
Reasoning Parity
DeepSeek V4 Flash Thinking Mode rivals OpenAI o-series on STEM
Apr 2026
Frontier wave
Qwen3.6, Gemma 4, Llama 4, DeepSeek V4 all shipped in 4 weeks
See the full comparison: MMLU scores, speed benchmarks, and projections →
Latest from the Blog
View all →May 14, 2026
The April 2026 Local LLM Wave: Qwen3.6, Gemma 4, Llama 4, DeepSeek V4
Four frontier model families dropped in one month. New leaders, new RAM requirements, and a fresh Ollama MLX backend...
Apr 14, 2026
35B LLM on $599 Mac Mini M4 16GB via llama.cpp mmap
How memory-mapped weights let a 16GB Mac Mini host Qwen3.5 35B with usable throughput...
Apr 8, 2026
LFM2-24B-A2B + LocalCowork: Privacy-First AI Agent on Mac
Liquid AI flagship hybrid MoE powering 75 MCP tools, zero cloud calls, 16GB unified memory...