Mistral Loses a Key Researcher to HubSpot
Inside the quiet rewiring of code review at Klarna.
There is a version of this story that is mostly hype. There is another version, the one we are interested in, that is mostly engineering.
Ramp has been quietly running customer support through Raycast AI for months. The results are unglamorous and, for that reason, more interesting than another benchmark chart.
The skeptical read is that we are watching a feature, not a platform. The optimistic read is that code execution is exactly the kind of feature that becomes a platform when nobody is paying attention.
The skeptical read is that we are watching a feature, not a platform. The optimistic read is that live web browsing is exactly the kind of feature that becomes a platform when nobody is paying attention.
What Alibaba Qwen actually shipped with DeepSeek V4 is less a single capability and more a cluster of small, compounding improvements — the kind that only show up when you put a real workflow on top.
The skeptical read is that we are watching a feature, not a platform. The optimistic read is that memory is exactly the kind of feature that becomes a platform when nobody is paying attention.
None of this guarantees a clean story. Anthropic could ship a model next month that rearranges the assumptions in this piece. But the direction of travel, for now, is clear enough to plan around.