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nomadicsynth
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reacted to codelion's post with 🚀 1 day ago
🧠 We just implemented Andrej Karpathy's "third paradigm" for LLM learning! System Prompt Learning (SPL) enables LLMs to automatically learn problem-solving strategies from experience, rather than relying on static prompts. 🚀 How it works: Your LLM builds a database of effective strategies, selects the best ones for each problem, and refines them over time based on success rates. 📊 Results across math benchmarks: Arena Hard: 29% → 37.6% (+8.6%) AIME24: 23.33% → 30% (+6.67%) OptILLMBench: 61% → 65% (+4%) The best part? All strategies are human-readable and the system gets progressively better at problem types you use frequently. ✨ Key benefits: 🔄 Cumulative learning over time 📖 Transparent, inspectable strategies 🔌 Works with any OpenAI-compatible API ⚡ Simple integration: just add "spl-" prefix to your model Built as an open-source plugin in optillm. After 500 queries, our system developed 129 strategies and refined 97 of them! This feels like a genuine step toward AI that learns from experience while staying completely interpretable. 🔗 GitHub: https://github.com/codelion/optillm/tree/main/optillm/plugins/spl 📖 Full article: https://huggingface.co/blog/codelion/system-prompt-learning 🐦 Original Karpathy tweet: https://x.com/karpathy/status/1921368644069765486 Have you experimented with advanced system prompting? What strategies would you want your LLM to learn?
reacted to openfree's post with 👀 4 days ago
🎙️ Voice Clone AI Podcast Generator: Create Emotionally Rich Podcasts with Your Own Voice! 🚀 Project Introduction Hello! Today we're excited to introduce an AI-powered solo podcast generator that creates high-quality voice cloning with authentic emotional expression. Transform any PDF document, web URL, or keyword into a professional podcast with just a few clicks! 📚➡️🎧 https://huggingface.co/spaces/VIDraft/Voice-Clone-Podcast ✨ Key Features 1. 🎯 Multiple Input Methods URL: Simply paste any blog or article link PDF: Upload research papers or documents directly Keyword: Enter a topic and AI searches for the latest information to create content 2. 🎭 Emotionally Expressive Voice Cloning Powered by Chatterbox TTS: 🎤 Voice Cloning: Learn and replicate your unique voice perfectly 📢 Natural intonation and emotional expression 🌊 Customizable emotion intensity with Exaggeration control ⚡ Seamless handling of long texts with automatic chunking 3. 🤖 State-of-the-Art LLM Script Generation Professional-grade English dialogue using Private-BitSix-Mistral 12 natural conversational exchanges Real-time web search integration for up-to-date information Fully editable generated scripts! ✏️ 💡 Use Cases 📖 Educational Content Transform complex research papers into easy-to-understand podcasts Create English learning materials in your own voice 📰 News & Information Convert international articles into engaging audio content Produce global trend analysis podcasts 🎨 Creative Content Tell stories in English with your own voice Build your global personal brand with custom audio content 🛠️ Tech Stack 🧠 LLM: Llama CPP + Private-BitSix-Mistral 🗣️ TTS: Chatterbox (Voice Cloning & Emotional Expression) 🔍 Search: Brave Search API 📄 Document Processing: LangChain + PyPDF 🖥️ Interface: Gradio 🎉 What Makes Us Special 🎤 Voice Cloning: Perfect voice replication from just a short audio sample 😊 Emotion Contro 📏 Unlimited Length 🔄 Real-time Updates
posted an update 10 days ago
Anyone using AI and ML to help neurodivergent people? I'd love to hear what you're doing.
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upvoted a paper 28 days ago