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LLM council é un progetto di github super interessante sviluppato da Andrej Karpathy e che invece di usare un singolo modello crea un consiglio di amministrazione AI che lavora al posto tuo! #llm #intelligenzaartificiale

PewDiePie делал что-то похожее в своем ролике Ссылка на GitHub: github com/karpathy/llm-council

You can now create your own personal AI board of directors with ChatGPT, Claude, Gemini, and Grok as your board members. And it’s all because of Andrei Karpathy, one of OpenAI’s co-founders. He just built something called the LLM Council. Here’s what it does: 1. You ask it one question, and it sends it to four frontier models simultaneously. 2. Each model writes its answer, then sees the other models’ answers anonymously. 3. Then they do something wild. They rank each other, criticize mistakes, and pick which response they think is the strongest. 4. After that, a fifth model reads the debate and gives you the final combined answer. It’s like a mini AI board meeting, and you can use it right now. Karpathy open-sourced the whole thing on GitHub. If this kind of AI breakdown is your thing, we share similar tools and insights every week in our newsletter. Comment “Tenex” and we’ll send our newsletter your way. #ai #artificialintelligence #openai

LLM council, GitHub Link 👇🏻 github.com/karpathy/llm-council . . Comment Link, I will send to your DM . . . #ai #foryou #reelsindia #foryoupage #reels #viral #india #foryoupage #tamil #tech #shadcn #development #it #techsimplfied

GitHub Repository with free LLM Roadmaps, Colab Notebooks etc Are you going to learn LLM now??

LLM Council is what you should try! 🎯 The Open AI brainjust built this new product that compares LLM Answers #llm #openai #research

Chatbot for FAQs Fine-tune a pretrained LLM to answer domain-specific questions (e.g., product FAQs). Tech Stack: Python, HuggingFace Transformers, PyTorch, Datasets LegalDoc Assistant Fine-tune GPT/LLaMA on legal text to summarize contracts or answer legal queries. Tech Stack: HuggingFace, PyTorch, LangChain, PDF parsing libraries Code Completion Model Fine-tune CodeLlama or CodeT5 on a repo of code for auto-completion and suggestions. Tech Stack: HuggingFace, PyTorch, Tokenizers, GitHub API Emotion-Aware Chatbot Fine-tune an LLM to recognize emotions in messages and respond empathetically. Tech Stack: PyTorch, HuggingFace, GoEmotions Dataset, PEFT (LoRA/Adapters) Summarization Model Fine-tune BART or T5 to summarize articles, meeting notes, or emails. Tech Stack: HuggingFace, PyTorch Lightning, Datasets Customer Review Analyzer Fine-tune a small LLM on product reviews to generate insights, sentiment, or suggestions. Tech Stack: Transformers, PyTorch, Pandas, Sklearn Domain-Specific RAG Model Fine-tune an LLM to retrieve and answer questions from your company’s knowledge base. Tech Stack: LangChain, ChromaDB/FAISS, HuggingFace, PyTorch TinyGPT for Chat Fine-tune a small GPT model on your own chat logs for personal assistants. Tech Stack: PyTorch, HuggingFace, Tokenizers, WandB #datascience #machinelearning #womeninstem #learningtogether #progresseveryday #tech #consistency #ai #llm #largelanguagemodels

🔥 A new trillion-parameter open-source LLM is shaking the AI world — and it's NOT GPT-4, Claude, or Gemini. Meet the agentic beast that's outperforming the best in coding, reasoning, and tool use. And yes, it's completely FREE. Kimi K2 is the latest large language model (LLM) that uses a Mixture-of-Experts architecture with 1 trillion parameters, activating only 32 billion per token. It's faster, smarter, and already beating GPT-4, Claude 3, and Gemini 2.5 on major benchmarks like SWE-bench, LiveCodeBench, and OJBench. 👉 This is not just a chatbot — it’s an AI agent that can plan, code, and execute multi-step tasks. With agentic intelligence, it's capable of autonomous workflows and complex reasoning. 🔓 And the best part? It’s open-source, runs locally, and is API-accessible for FREE. --- 🧠 What this video covers: What is Kimi K2? Why it’s a game-changer in open-source LLMs How it compares to GPT-4, Claude 3, Gemini 2.5, and DeepSeek V3 Coding performance, reasoning, benchmarks Where to access the model, run it locally, or use it via API --- 🔗 Useful Links 🔹 Hugging Face (Kimi K2 Instruct): https://huggingface.co/moonshotai/Kimi-K2-Instruct 🔹 GitHub Repo: https://github.com/MoonshotAI/Kimi-K2 🔹 Demo & Docs: https://moonshotai.github.io/Kimi-K2 🔹 Free API (via OpenRouter): https://openrouter.ai/moonshotai/kimi-k2:free --- 🗣️ Want the link? 👉 Drop a “K2” in the comments and I’ll send you the direct access link! 📌 SAVE this video for later — this model is evolving fast, and soon everyone will be talking about it. --- 🔍 Keywords / Hashtags for SEO: #KimiK2 #OpenSourceAI #GPT4Alternative #AgenticAI #MoonshotAI #LLM #CodingAI #ToolUseAI #MixtureOfExperts #AIRevolution #Claude3 #Gemini2 #FreeLLM #LocalLLM #AIbenchmark #AInews #SWEbench #DeepSeekV3 #FutureOfAI #OpenSourceLLM #AIagent #ChatGPTalternative #K2LLM

This github repo is pure gold 🌋 It contains one of the biggest collections of REAL AI apps you can learn from like AI agents, RAG apps, Voice assistants, Multi-agent systems, Memory chatbots & more. All in one place. All open source. If you’re building with AI in 2025. this single repo will save you WEEKS of searching, guessing, and experimenting :) Link 🔗: github.com/Shubhamsaboo/awesome-llm-apps Hope this helps ✅️ Drop a Like if you found this post helpful! ❤️ Follow @rammcodes_ for more 💎 #html #css #javascript #webdevelopment #programming #ai #chatgpt

🚀 You’re Already Hired If You Build These Projects! Still wondering how to stand out from the crowd of resumes? 🔥 Build once → Impress recruiters forever. 1. AI Document Search (RAG Chatbot) What: Chat with PDFs using LLM + semantic search Stack: •Frontend: React, Tailwind •Backend: FastAPI •AI: OpenAI, LangChain •Vector DB: Pinecone / FAISS •Deploy: Vercel + Docker Code: 🔗 Github : github.com/mayooear/ai-pdf-chatbot-langchain 2. AI Code Review Bot What: GitHub bot that auto-reviews PRs using GPT Stack: •Backend: Python (FastAPI) •AI: GPT-4 / Claude •GitHub API + Actions •CI/CD: GitHub Actions Code: 🔗 Github : github.com/x86nick/openai-pr-reviewer 3. Custom AI Agent with Memory What: Voice/text assistant with long-term memory Stack: •Backend: Python (LangChain) •AI: OpenAI, Whisper •Memory: Redis / ChromaDB •Frontend: Streamlit / Next.js Code: 🔗 Github : github.com/langchain-ai/memory-agent ✨ Save this reel and tag a friend who's building the future! 👉 Follow @swatijha_123 for more high-impact project ideas & coding resources. Keywords: AI Resume Projects, ChatGPT with LangChain, GPT-4 Code Review, Real-World AI Applications, LLM-Based Projects, AI Coding Portfolio, FastAPI Projects, Open Source Internship Projects, Voice Assistant Python, Tech Resume Boosters Hashtags: #AIProjects #ResumeBoost #CollegeToCorporate #TechForStudents #CodersLife #OpenSourceContributions #PlacementReady #PythonProjects #AIInTech #EngineeringReels #JobSeekersIndia #TechContentCreators
Top Creators
Most active in #github-llm-council
Reels Graph Intelligence.
Advanced mapping of high-affinity Instagram Reels semantic patterns identified within the #github-llm-council ecosystem.
Strategic Implementation
Our semantic engine has identified these specific pattern clusters as high-affinity matches for #github-llm-council. Integrated usage of #github-llm-council with strategic Reels tags like #council and #llm council github link and tutorial is statistically linked to a significant increase in initial Reels discovery velocity.
In-Depth Hashtag Analysis: #github-llm-council
Expert Review • June 5, 2026 • Based on 12 Reels
Executive Overview
#github-llm-council is an actively used Instagram hashtag. Across the 12 trending reels analyzed on this page, the content has accumulated a combined total of 4,414,669 views— demonstrating strong content velocity within this content vertical. The top creator ecosystem features 8 notable accounts, led by @priyal.py with 1,169,022 total views. The hashtag's semantic network includes 8 related keywords such as #council, #llm council github link and tutorial, #karpathy llm council github, indicating its position within a broader content cluster.
Viewership & Reach Analysis
The 12 reels in this dataset have generated a combined 4,414,669 views, translating to an average of 367,889 views per reel. This strong average viewership suggests healthy algorithmic distribution. Reels using this hashtag are reliably reaching audiences interested in this niche.
The highest-performing reel in this dataset received 1,169,022 views. This viral outlier performance is 318% of the average reel performance in this set. This significant gap between the top performer and the average highlights the "viral lottery" nature of this hashtag — breakout hits can achieve massive scale.
Content Overview & Top Creators
The #github-llm-council ecosystem is dominated by short-form video content (Reels), aligning with Instagram's algorithmic preference for video-first distribution. There are 8 distinct accounts contributing to the trending feed. The top creator, @priyal.py, has contributed 1 reel with a total viewership of 1,169,022. The top three creators — @priyal.py, @100xengineers, and @tenex_labs — together account for 66.9% of the total views in this dataset. The semantic network of #github-llm-council extends across 8 related hashtags, including #council, #llm council github link and tutorial, #karpathy llm council github, #githube. Creators often use these tags together to reach overlapping audiences.
Discoverability & Reach Potential
The discoverability metrics for #github-llm-council indicate an active content ecosystem. The average of 367,889 views per reel demonstrates consistent audience reach. For creators using #github-llm-council, posting consistently with trending audio and relevant angles will help you get noticed.
Analyst Verdict
#github-llm-council demonstrates the hallmarks of a steadily growing Instagram hashtag. With an average of 367,889 views per reel, the viewership metrics position this hashtag as a reliable reach driver. Creators like @priyal.py and @100xengineers are leading the charge, setting viewership benchmarks for the community.
Frequently Asked Questions
Everything about #github-llm-council on Instagram
Global Reels Trends
Explore high-velocity Instagram Reels hashtags currently shaping global discovery.













