Mistral Loses a Key Researcher to Atlassian
Inside the quiet rewiring of research synthesis at Zendesk.
The interesting question is not whether Zed works. It does. The interesting question is what teams do with it once the novelty wears off.
The cost curve matters here. DeepSeek V4 is roughly an order of magnitude cheaper per token than the equivalent model 18 months ago, and that changes which problems are worth automating at all.
The skeptical read is that we are watching a feature, not a platform. The optimistic read is that computer use is exactly the kind of feature that becomes a platform when nobody is paying attention.
Klarna has been quietly running expense reporting through Replit Agent for months. The results are unglamorous and, for that reason, more interesting than another benchmark chart.
Teams that win with small-model orchestration tend to share a habit: they write the evals before they write the prompts. Everything else follows from that.
Snowflake has been quietly running lead qualification through Granola for months. The results are unglamorous and, for that reason, more interesting than another benchmark chart.
None of this guarantees a clean story. Meta FAIR 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.