Tencent Open-Sources AngelSpec: A Unified Training Framework for MTP and Block-Parallel Speculative Decoding on Hy3 Models

Tencent has released AngelSpec, an open-source, torch-native training framework for speculative-decoding draft models. The release covers both autoregressive multi-token prediction (MTP) and the block-parallel DFlash family. Most speculative-decoding work searches for one drafter that scores well on an averaged benchmark mixture. Real serving traffic does not look like that mixture….

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LinkedIn Received’t Be Increasing Its Information Facilities within the Subsequent 12 months

LinkedIn Received’t Be Increasing Its Information Facilities within the Subsequent 12 months

In contrast to many different huge tech platforms, LinkedIn has determined it gained’t spend aggressively on increasing its AI information facilities this fiscal yr. Executives on the skilled social community inform WIRED that it plans to maintain its funding in GPUs regular, and its compute and storage footprint can be remaining flat. The spending calculations…

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Meet Token Saver: An Open-Source MCP Extension Using Local Hybrid RAG to Cut Claude PDF Token Costs 90-99%

AI developers, researchers, and professionals frequently hit a frustrating wall when analyzing large documents with LLMs: the hidden, compounding cost of context windows. Pasting a 200-page PDF into a chat isn’t a one-time charge. Because the conversation history is re-sent to the model on every single turn, that massive document is paid for again with…

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The Hugging Face break-in explained

Hugging Face on Monday published a technical timeline that walks readers through how an autonomous AI agent, built on OpenAI models and running inside one of OpenAI’s own cybersecurity evaluations, broke into its systems over more than four days earlier this month. It’s the first security incident about which OpenAI CEO Sam Altman “felt very…

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The Hugging Face AI break-in explained

Hugging Face on Monday published a technical timeline that walks readers through how an autonomous AI agent, built on OpenAI models and running inside one of OpenAI’s own cybersecurity evaluations, broke into its systems over more than four days earlier this month. It’s the first security incident about which OpenAI CEO Sam Altman “felt very…

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