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Human-Agent-Society has published Reef, open-source infrastructure that links agent inference, interaction feedback, learning and versioned delivery. For developers, the immediate consequence is that one system can manage updates to model weights or to an agent harness—including its prompts, rules and skills—rather than leaving learning and deployment as separate pipelines ( Reef repository ). One loop, two update surfaces Reef divides a learning cycle into four stages. Serve h...

The public UAJY Academic Document RAG Chatbot repository packages a Streamlit assistant for the 2025/2026 academic handbook of Universitas Atma Jaya Yogyakarta’s Faculty of Industrial Technology. For developers, it provides an inspectable implementation of document ingestion, local vector search, cited answer generation, refusal controls and a 20-question evaluation harness in one codebase. From handbook PDF to cited answer The offline ingestion pipeline extracts text and table...

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As is tradition with an imminent new release of dotnet, Stephen Toub has done a long writeup of what this means with regards to performance improvements. Comments

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I made a small free tool for humans (not AI) to read Markdown faster. If you build AI tools, you probably read a lot of Markdown. And you may have noticed that as it gets bigger, it gets harder for human eyes to digest. Here, just paste your Markdown, and it makes it cleaner and easier to read. It also makes JSON much nicer, which I needed a lot. It’s free. Maybe useful for other people building AI too. Comments URL: https://news.ycombinator.com/item?id=49716619 Points: 1 # Comments: 3

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It's almost a guarantee that the new version of a product will be, at best, the same price as the old one, and often (especially in the past couple years) more expensive. But that's not what Apple did with the AirPods 5. The $149 AirPods 5 with Wireless Charging Case are $30 cheaper than the […]

Voicemod announced a new mobile device that expands the capabilities of the Voicemod Key dongle it launched in late 2024 as a way to bring the company's real-time voice changing tech to consoles. While the older Voicemod Key only used a smartphone as an interface between the company's mobile app and the Xbox, PlayStation, and […]