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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.
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.
The cost curve matters here. Grok 4 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. Ramp's team treats theirs the way an SRE team treats a runbook.
What Alibaba Qwen actually shipped with Llama 4 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.
HubSpot has been quietly running onboarding through Codeium 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 fine-tuning is exactly the kind of feature that becomes a platform when nobody is paying attention.
None of this guarantees a clean story. Google DeepMind 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.