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Source: [Hacker News](https://github.com/gtesei/llm-watermark)
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Ask HN: Could Anthropic's watermark be much simpler than we think?
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...
"How Does LLM Actually Work? From Prompt to Prediction"
Large Language Models have quickly become part of everyday software development. We ask them to explain code, debug errors, generate tests, write Python scripts, summarize documentation, or help us understand an unfamiliar codebase. Within seconds, we get a response that can feel surprisingly n...
Show HN: Bernstein – run 44 CLI coding agents from one deterministic scheduler
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Show HN: Local Duolingo like course authoring for independent creators
2 points, 1 comments on Hacker News
Show HN: Riffn. An instant voice link with your AI agents and local models
I get my best ideas when I'm out walking or driving. I built Riffn to make sure I can capitalize on those ideas when and where they happen - while I'm away from my desk, usually outside. I used to use voice recording a lot.
FastAPI Dependency Injection for Anthropic Claude: Isolating API Keys and Rate Limits Per Tenant
FastAPI Dependency Injection for Anthropic Claude: Isolating API Keys and Rate Limits Per Tenant When CitizenApp hit 15 tenants, I realized our single global Claude API key was a ticking time bomb. One customer's agentic loop burning through their quota would throttle everyone else. Worse, we h...