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AI frontier model updates & open source LLM releases
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📰 PyTorch - Building the Future of On-Device AI at the ExecuTorch Hackathon
This past weekend in San Francisco, builders, researchers, mobile developers, and AI practitioners came together for the ExecuTorch Hackathon, a two-day, on-site event focused on a practical and increasingly important...

https://pytorch.org/blog/building-the-future-of-on-device-ai-at-the-executorch-hackathon/
📰 PyTorch - Understanding PyTorch’s Test Infrastructure
TL;DR PyTorch tests are often generated at import time, so CI failures may show device/dtype-specific names that differ from the source template. For local debugging, pytest -k and test/run_test.py are...

https://pytorch.org/blog/understanding-pytorchs-test-infrastructure/
📰 Mistral - Leanstral 1.5: Proof Abundance for All


https://mistral.ai/news/leanstral-1-5/
🗓️ Weekly GitHub Activity


🦙 llama.cpp
└ Release: b9828 → b9873
└ 45 commits

- Added model support and conversion for DeepSeek V4, featuring MoE gating adjustments, flash attention padding, and graph reuse #24162
- Added support for DFlash (v2) speculative decoding, including sliding window attention, draft model conversion, and speculative draft minimum probability parameters #22105, #25110, #25246
- Implemented a dedicated MiniCPM5 tool call parser and chat template support #24889
- Added llama_ftype_name to the public C API to retrieve model quantization type names #25134
- Reworked and optimized Hexagon Flash Attention, improving speed and accuracy #25085
- Added OpenCL support for Q1_0 quantization and precompiled binary kernel loading #25160, #23042
- Enabled CUDA topk-MoE fusion for models with 288 experts such as Step-3.7-Flash #25267
- Added CPU AVX2 optimizations for NVFP4 dot products #23961
- Integrated Model Context Protocol (MCP) server support and opt-in settings into the WebUI #25239
- Added SSE stream pinging to prevent connection drops on slow prefills in the server and WebUI #25241
- Added an --offline flag to llama download to verify local cache status without network requests #25091
- Fixed broken CPU concat implementation for quantized types #25247
- Fixed DFlash speculative decoding crashes by guarding unallocated K/V rotation buffers #25215
- Fixed infinite reasoning loops in StepFun by trimming messages sent to the parser #25238

🔗 All changes | Latest release


🎨 stable-diffusion.cpp
└ Release: master-721-8caa3f9 → master-749-b11c95a
└ 28 commits

- Added multi-device layer split, cross-device row split, and automatic tensor fitting to optimize load across devices #1734, #1735, #1736
- Added imatrix support #633
- Added Flux, Flux2, and Beta schedulers #1723, #1722, #811
- Added support for MiniT2I and SeFi-Image models #1683, #1707
- Added support for Qwen2D VAE, Qwen-Image/Wan VAE with diffusers naming, and Qwen image layered configurations #1714, #1713, #1119
- Enabled Wan/TAEHV video generation on the Metal backend #1731
- Added fallback handling when backend rejects flash attention #1732
- Improved third-party integration with installation support and pkg-config configuration #1632

🔗 All changes | Latest release


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