anthropic
Claude Watermark: Not Anti-Cheating, But Provenance Infrastructure
Anthropic disclosed Claude watermark details. Pulls provenance into API contracts. Fragile in text, dubious in code, possibly negative moat.
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code-generation
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solopreneur
GLM-5.1: A 754B Open Model That Self-Corrects Its Code
Z.ai's MIT-licensed GLM-5.1 debugs its own output via follow-up prompts — useful for solo devs on a budget.