The PHP flaws leaked before their official release, and the incoming request alone does not always show whether it is an attack.

A new firewall feature that checks the request and the server's response together, and can block a bad response before it reaches the attacker.

Shopping agents guess their way around web pages built for people, which is slow and breaks easily.

Edge-injected WebMCP tools such as product search and add to cart, switched on for every store at once, with an opt-out for each merchant.

Training mixture-of-experts models is held back by expert maths, data shuffling between GPUs, memory limits and launch overhead.

Low-precision expert kernels, a fused kernel that hides communication inside computation, and a planning tool in the Primus framework.

Agents that run for hours can download code and ask for more access, and they cannot be trusted to police themselves.

An open-source runtime with a gateway, a supervisor, a sandbox and a policy checker that formally verifies what an agent is allowed to do.

There are too many possible proteins to search them all, and earlier tools needed a separate step to turn a shape into a sequence.

An open model that produces the sequence and the full structure together, plus a scored search that spends compute on the most promising designs.