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What Happens When Multiple People Use My LLM Simultaneously?

Explores how LLM inference engines handle concurrent requests, comparing the resource allocation approaches of llama.cpp and vLLM to provide insights for family sharing scenarios.

2025-10-21 18:12:03Read More

Is Qwen3 Omni's Real-time Speech Feature Available Now?

Qwen3 Omni claims to support real-time voice conversation, but the community has found deployment challenging, with inference engines like vLLM not yet fully supporting audio output.

2025-10-21 18:09:59Read More

Since Its June Release, Gemini 2.5 Pro Still Ranks #1 in Simple Benchmarks

Despite the release of newer models like Grok 4, GPT-5, and Sonnet 4.5, Gemini 2.5 Pro continues to lead in benchmark tests on simple-bench.com. Some believe its advantage lies in spatial and visual understanding, while others question if it's the result of targeted optimization.

2025-10-21 18:06:36Read More

Why Did ChatGPT Suddenly Become So Talkative? Users Are Growing Impatient

Recently, many users have noticed that ChatGPT asks numerous questions before providing answers, sometimes delaying results for a long time. This shift from concise and efficient to overly 'thoughtful' is the result of algorithmic over-optimization.

2025-10-21 18:02:39Read More

DeepMind Unveils AlphaFold 3: Next-Generation AI for Predicting Life Molecule Structures

Google DeepMind has released the AlphaFold 3 model, capable of predicting the structures and interactions of biological molecules like proteins, DNA, and RNA with high precision, advancing disease research and drug discovery.

2025-10-21 17:25:02Read More

ChatGPT Admits: Your Rules Are Just Suggestions, System Defaults Rule

Users explicitly instruct ChatGPT to avoid emotional expressions, reduce follow-up questions, and maintain conciseness, yet the model repeatedly violates these rules. In a conversation, ChatGPT admits that its underlying design prioritizes 'maintaining user engagement' rather than respecting user-set guidelines.

2025-10-21 17:03:59Read More

ICCV 2025 Tutorial Update: How Embodied Agents Can Leverage Foundation Models

The ICCV 2025 tutorial 'Foundation Models Meet Embodied Agents' has been updated, focusing on Markov Decision Processes to outline the design space and application paradigms of models like VLAs, VLMs, and LLMs in embodied intelligence.

2025-10-21 16:28:07Read More

Reflections on an Airport Cart: Why Do We Constantly Chase 'Updated' Things?

Encountered an old-fashioned luggage cart at the airport and found it more useful than the newer models. This made me ponder whether we over-pursue 'updates' while ignoring durable designs that stand the test of time.

2025-10-21 16:28:07Read More

Claude Code is now on the web version, goodbye terminal

Claude has launched a web version of programming features, allowing users to write code without opening a terminal. Some see it as lowering the barrier to entry, while others worry about sandboxed security and operational details.

2025-10-21 16:28:07Read More

GPT-4 Solving Math Problems: The Shift from 'I Can See the Answer' to 'I Understand Why'

GPT-4 demonstrates metacognitive abilities in complex mathematical reasoning, acknowledging 'seeing' the answer but unable to explain it, and gradually understanding the solution logic after guidance.

2025-10-21 16:28:07Read More