Anthropic recently said they're working on watermarking Claude output, while also saying it won't interfere with generation quality. I'm wondering if is just hash-fingerprinting. For example, take the generated text and split it into overlapping chunks: "The company reported strong growth...
The fastest way to trust a generated API is not to read the code and not even to run its tests locally; it is to make the code stand up as an actual HTTP server and answer real requests before you let it anywhere near a merge request. Most failures in LLM-generated backend code hide between stat...
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A small team shipped a CSV validation service. It passed on a workstation. It died three seconds after starting on a free server.
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