Beyond Vibes: Measuring GPT-5.1 in Production
Inside the quiet rewiring of expense reporting at Figma.
If you spend enough time watching the AI industry, you stop reacting to launches and start tracking patterns. Beyond Vibes is one of those patterns.
The skeptical read is that we are watching a feature, not a platform. The optimistic read is that voice mode 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 vision input 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.
The cost curve matters here. Llama 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.
Inside Intercom, the rollout looked less like a moonshot and more like a slow migration. A pilot, a champion, a quiet expansion, a budget line.
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.
None of this guarantees a clean story. OpenAI 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.