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Canvas offers a side-by-side interface for seamless writing and coding, enhancing collaboration between users and AI by keeping the project workspace visible at all times.
OpenAI has introduced a new way to interact with ChatGPT, called "Canvas." This update aims to enhance the user experience for writing and coding projects by providing a more structured and interactive environment. Here’s what changed technically and why it matters to practitioners.

While specific benchmarks are not provided, early feedback from beta testers indicates that the canvas interface significantly improves productivity for both individual users and teams. The real-time collaboration feature has been particularly praised for its responsiveness and ease of use.
The introduction of Canvas represents a significant step forward in making ChatGPT more useful for practical applications in writing and coding. By providing a structured and interactive workspace, OpenAI is addressing the needs of professionals who rely on AI tools to enhance their productivity and collaboration.
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Kai built ML infrastructure at a Bay Area startup before developing an obsession with transformer architectures and inference optimisation that eventually pulled him out of product work entirely. A stint at a compute research lab sharpened his instinct for what actually matters in a model release versus what is marketing. He writes from the inside — from the perspective of someone who has debugged the systems he is describing at three in the morning. He is allergic to hype and instinctively drawn to the unglamorous plumbing questions that everyone else skips over.
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