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Brief

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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. COMMENTARY · r/LocalLLaMA English(EN) ·

    Local run for multi users: which software set?

    A user on Reddit's r/LocalLLaMA subreddit is seeking advice on setting up a multi-user local LLM service. They have experimented with vLLM and llama.cpp, using llama-swap as a frontend, but are encountering limitations with concurrency and API key management. The user is looking for open-source software recommendations to enable external access, including HTTPS, a web chat interface, and API access with key management for fewer than 10 users. AI

    IMPACT N/A

  2. MEME · r/LocalLLaMA English(EN) ·

    anybody got llama-swap working answering concurrent requests for a single model?

    A user on the r/LocalLLaMA subreddit is seeking assistance with configuring llama-swap to handle concurrent requests for a single model. They have successfully set up Qwen 3.6 35B A3B with multi-GPU support and concurrency enabled via llama-server, but llama-swap appears to serialize requests instead of processing them in parallel. The user has explored various configuration options and issue trackers without success, specifically aiming to avoid running multiple llama-cpp instances to conserve GPU memory. AI