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pszemraj

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LocalLLaMA-posts

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ERROR: type should be string, got "\n\nhttps://i.redd.it/kl5iyl96nh7f1.gif\n\nWhether you see AI agents as the next evolution of automation or just hype, one thing’s clear: they’re here to stay.\n\nRight now, I see two major ways people are building AI solutions:\n\n1️⃣ Writing custom code using frameworks\n\n2️⃣ Using drag-and-drop UI tools to stitch components together( a new field has emerged around this called Flowgrammers)\n\nBut what if there was a third way, something more straightforward, more accessible, and free?\n\n🎯 Meet IdeaWeaver, a CLI-based tool that lets you run powerful agents with just one command for free, using local models via Ollama (with a fallback to OpenAI).\n\nTested with models like Mistral, DeepSeek, and Phi-3, and more support is coming soon!\n\nHere are just a few agents you can try out right now:\n\n📚 Create a children's storybook\n\nideaweaver agent generate\\_storybook --theme \"brave little mouse\" --target-age \"3-5\"\n\n🧠 Conduct research & write long-form content\n\nideaweaver agent research\\_write --topic \"AI in healthcare\"\n\n💼 Generate professional LinkedIn content\n\nideaweaver agent linkedin\\_post --topic \"AI trends in 2025\"\n\n✈️ Build detailed travel itineraries\n\nideaweaver agent travel\\_plan --destination \"Tokyo\" --duration \"7 days\" --budget \"$2000-3000\"\n\n📈 Analyze stock performance like a pro\n\nideaweaver agent stock\\_analysis --symbol AAPL\n\n…and the list is growing! 🌱\n\nNo code. No drag-and-drop. Just a clean CLI to get your favorite AI agent up and running.\n\nNeed to customize? Just run:\n\nideaweaver agent generate\\_storybook --help\n\nand tweak it to your needs.\n\nIdeaWeaver is built on top of CrewAI to power these agent automations. Huge thanks to the amazing CrewAI team for creating such an incredible framework! 🙌\n\n🔗 Docs: [https://ideaweaver-ai-code.github.io/ideaweaver-docs/agent/overview/](https://ideaweaver-ai-code.github.io/ideaweaver-docs/agent/overview/)\n\n🔗 GitHub: [https://github.com/ideaweaver-ai-code/ideaweaver](https://github.com/ideaweaver-ai-code/ideaweaver)\n\nIf this sounds exciting, give it a try and let me know your thoughts. And if you like the project, drop a ⭐ on GitHub, it helps more than you think!\n\n"

ERROR: type should be string, got "https://preview.redd.it/h4pmsjrt7h7f1.png?width=1062&format=png&auto=webp&s=1406dd1c4fe6260378cd828114ffaf2f1724b600\n\nLink to paper: [https://arxiv.org/pdf/2506.09342](https://arxiv.org/pdf/2506.09342)\n\n1) We trained 30M parameter Generative Pre-trained Transformer (GPT) models on 100,000 synthetic stories and benchmarked three architectural variants: standard multi-head attention (MHA), MLA, and MLA with rotary positional embeddings (MLA+RoPE).\n\n(2) It led to a beautiful study in which we showed that MLA outperforms MHA: 45% memory reduction and 1.4 times inference speedup with minimal quality loss. \n\n**This shows 2 things:** \n\n(1) Small Language Models (SLMs) can become increasingly powerful when integrated with Multi-Head Latent Attention (MLA). \n\n(2) All industries and startups building SLMs should replace MHA with MLA. "