Regulators Take a Closer Look at Inflection

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. Qwen 3 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.

Eval harnesses, once an afterthought, are becoming the most important piece of code in many AI projects. Snowflake's team treats theirs the way an SRE team treats a runbook.

Spotify has been quietly running incident response through Replit Agent 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 computer use is exactly the kind of feature that becomes a platform when nobody is paying attention.

Eval harnesses, once an afterthought, are becoming the most important piece of code in many AI projects. Snowflake's team treats theirs the way an SRE team treats a runbook.

None of this guarantees a clean story. Mistral 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.