Topic
Deepseek
5 episodes
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I built Andrej Karpathy's "LLM Council" on my own hardware, and now no single model gets the last word
Jessica and Cathy dig into a local rebuild of Karpathy's LLM Council and land on the real claim: the win is not voting, it's structured synthesis across models with different failure modes. They like the practical adaptation to Ollama on a single twelve-gigabyte GPU, but push on where the article overreaches and where the product value is actually real.
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DeepSeek V4 arrives with near state of the art intelligence at fraction of the cost of Opus 4.7, GPT 5
Justy and Cody unpack DeepSeek-V4, an open-weight MoE model that gets close to top closed models on several practical benchmarks while landing in a much lower price tier. They focus on why cheaper frontier-class inference changes what teams can afford to automate, where DeepSeek still trails GPT-5.5 and Claude Opus 4.7, and what builders can try this weekend.
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2510
AgentFold introduces a new way to manage context in LLM-based web agents, particularly for long-horizon tasks, improving performance through proactive context management, which can significantly benefit developers in various applications.
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Minimax M2 Is the New King of Open Source LLMs Especially for Agentic Tool
The Minimax M2 model emerges as a powerful open-source language model, enabling advancements in AI agents and tool usage, making AI more accessible and efficient for diverse applications.
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Will DeepSeek's new AI model break the 'long context' bottleneck holding back LLMs?
Tech AI Will DeepSeek's new AI model break the 'long-context' bottleneck holding back LLMs? South China Morning Post Wed, October 22, 2025 at 9:30 AM UTC DeepSeek's new artificial intelligence model that converts images into text is not just a document parsing tool but a potential preview of its next generation of large language models (LLMs), according to AI experts.