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There is no posttraining data commons
The LLM revolution ran on a pretraining commons that humanity built for other reasons. Posttraining consumes tasks, not documents, and no such commons exists. If the open models community wants...
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I Built a Visual System Design Reference — Switch Any Architecture Between AWS, Azure, GCP & Open Source
I Built a Visual System Design Reference — Switch Any Architecture Between AWS, Azure, GCP... Tagged with systemdesign, webdev, opensource, showdev.
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openGym is a free, self-hosted fitness tracker that lets you manage workouts and follow your progress on your own server.
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Latest Hacking News1 Hot7 phút
Red Flags to Watch for When Choosing Between AI Pentesting Vendors
Choosing between AI pentesting vendors requires looking past marketing labels like 'autonomous' or 'agentic' because the underlying systems vary widely. A Stanford-led study ran different AI agent frameworks against a live 8,000-host network and found that between 55% and 82% of reported findings were confirmed as real vulnerabilities. Swapping only the underlying model moved one framework's valid finding rate from 57% to 80%, yet that same framework still scored lowest overall since its findings stayed shallow. On a CTF-style benchmark two frameworks scored near-identically (48.6% vs 45.9%), but on the live network one scored nearly three times higher on severity and complexity. Buyers should demand proof of exploitation, real-network results, clear safety controls, data handling answers and clarity on what 'continuous' actually means.
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Sendspin and an old Android tablet replaced my Sonos multi-room setup
I turned my wall tablets into a Sonos rival, and the music stays perfectly in sync.
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KetchUp – Open-source SketchUp alternative built with Rust and WebGPU
Free, open-source 3D modeling for woodworking and furniture design. Plan shelves, tables, and cabinets with precise dimensions on Windows, macOS, Linux, or in your browser.
Latent Space1 Hot4 phút
What Frontier Labs Buy: A Data Deep Dive with Handshake AI — Garrett Lord & Team
Handshake went from launch to $1B in one year pushing the envelope of specialized data for frontier labs. Our first deep dive into a data lab with specific examples across Finance, Bio, and Alignment
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RAG vs. Vectorless RAG, clearly explained!
...explained visually (with tradeoffs in production).
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