Insights, research, and updates on AI acceleration technology
ByteShape's ShapeLearn-quantized release of Devstral-Small-2-24B and Qwen3-Coder-30B-A3B. See how we bring strong coding models to every device — from Raspberry Pi to RTX 5090 — with smaller footprints, larger context windows, and up to 50% higher quality at the same speed.
Read More →
ByteShape's device-optimized release of Qwen3-30B-A3B-Instruct-2507 showing superior TPS-quality tradeoffs across Raspberry Pi, Intel CPUs, and NVIDIA GPUs. Discover how we treat memory as a budget and optimize for what matters: speed vs. quality. Real-time performance on a Pi at 8+ TPS with 94% accuracy retention.
Read More →
We're excited to announce ByteShape's first public release of ShapeLearn-quantized models. Learn how our datatype learning technology delivers better quality at lower sizes, with benchmarks across Qwen3 4B and Llama 3.1 8B models showing superior performance on GPUs, CPUs, and Raspberry Pi.
Read More →Stay tuned for more technical deep-dives, research updates, and performance benchmarks from the ByteShape team. We'll be sharing insights on quantization techniques, hardware optimization, and the future of efficient AI.