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When Anthropic introduced its Claude 4 fashions, the advertising and marketing targeted closely on improved reasoning and coding capabilities. However having spent months working with AI coding assistants, I’ve discovered that the actual revolution isn’t about producing higher code snippets — it’s in regards to the emergence of real company.
Most discussions about AI coding capabilities focus narrowly on syntactic correctness, benchmark scores or the flexibility to provide working code. However my hands-on testing of Claude 4 reveals one thing much more vital: the emergence of AI methods that may perceive growth goals holistically, work persistently towards options and autonomously navigate obstacles – capabilities that transcend mere code technology.
Reasonably than depend on artificial benchmarks, I made a decision to guage Claude 4’s company by a real-world growth process: constructing a useful OmniFocus plugin that integrates with OpenAI’s API. This required not simply writing code, however understanding documentation, implementing error dealing with, making a coherent consumer expertise and troubleshooting points — duties that demand initiative and persistence past producing syntactically legitimate code.