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Microsoft Research's Webwright: GPT-5.4 Success Rate Increases from 33.5% to 60.1%

🔬 Research·Tom Levy·

Microsoft Research's Webwright: GPT-5.4 Success Rate Increases from 33.5% to 60.1%

Microsoft Research's Webwright: GPT-5.4 Success Rate Increases from 33.5% to 60.1%
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Key Takeaways
1Microsoft Research introduces Webwright, which allows the model to write a program in a terminal.
2For long tasks, GPT-5.4 improves its success rate from 33.5% to 60.1%, according to Microsoft Research.
3The system produces a reusable command-line tool.
💡Why it matters — Microsoft Research reports a significant improvement in the success rate for long tasks and the creation of a usable deliverable.
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Full Analysis

Webwright, from Microsoft Research, focuses on a model that writes code instead of chaining clicks. For long tasks, Microsoft Research reports that the same GPT-5.4 increases its success rate from 33.5% to 60.1%, producing a reusable command-line tool.

Reported Success on Long Tasks and Reusable Deliverable

Microsoft Research indicates that for long-term tasks, the GPT-5.4 model sees its success rate rise from 33.5% to 60.1% with Webwright. The system also generates a command-line tool that can be reused after the initial execution.

Principle: A Terminal to Write a Program

Webwright, developed by Microsoft Research, proposes giving the model a terminal and allowing it to write a program. This approach replaces the step-by-step interaction logic with the direct generation of executable code.

Context: The Limits of Click-by-Click

For years, web agents have operated by clicking step by step. They often failed on long tasks, and these methods produced only a sequence of actions, without a reusable deliverable.

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