Weekly review
Weekly review · Jul 20 – Jul 26
Signals published Jul 20 – Jul 26 (Monday to Sunday), by priority. Derived entirely from published signals: no editor's text, no AI.
Signal titles are in English where the source is; the editors' weekly summary is written in Chinese.
Worth tracking
5 signalsThis week's changes worth keeping an eye on while they are confirmed.
Ollama v0.32.4
Ollama v0.32.4 adds Laguna support on Apple GPUs via the MLX engine, quantizes speculative-decoding draft output heads at the requested type, and fixes Qwen3 MoE decoding for differently-quantized experts.
vLLM v0.26.0
vLLM v0.26.0 ships 411 commits from 212 contributors, headlined by a full support stack for the new Inkling model family.
Copilot vs. raw API access: What are you actually paying for?
GitHub argues the choice between Copilot and raw model API access comes down to which layer of the system you need to own: the model call, or the workflow, policy, and harness around it.
Introducing Gemini 3.6 Flash, 3.5 Flash-Lite, and 3.5 Flash Cyber
We're introducing new Gemini models, including Gemini 3.6 Flash, 3.5 Flash-Lite and 3.5 Flash Cyber. Flash Cyber is a lightweight cybersecurity model to find and patch vulnerabilities.
Safety and alignment in an era of long-horizon models
OpenAI shares lessons from deploying long-running AI models, highlighting new safety risks, observed failures, and improved safeguards through iterative deployment.