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Looking to fine-tune OpenAI's embeddings with your proprietary data? Introducing Mafin: a powerful and efficient framework designed for the fine-tuning of black-box embedding models. arxiv.org/abs/2402.12177

Introducing Mafin2, your next-gen AI financial copilot from Vectify AI. Learn more on our website: vectify.ai. #AI #Fintech #FinancialAssistant #Mafin2

Calculating Organic Growth Rate is essential for assessing true growth, but it often appears as an approximate figure in annual reports. With Mafin2, you get precise calculations directly from reports, delivered in seconds. #AI #FinancialAssistant #Mafin2 #InsightsBeyondSearch

🚀 Announcing Mafin 2.5 We’re thrilled to introduce Mafin 2.5, the most advanced financial question-answering model from Vectify AI (vectify.ai)! As your financial AI copilot, Mafin 2.5 enhances investment research efficiency with unmatched accuracy, flexibility,

Build Agentic RAG without vector database or chunking. PageIndex transforms PDFs into tree structures, preserving the original context, that AI agents can reason through like an intelligent table of contents. 100% free and opensource.

❌ No vectors, no chunking 🧠 Reasoning-based RAG Most RAG retrieves by similarity, but similarity ≠ relevance. Relevance needs reasoning 💡 📄 PageIndex turns PDFs into search trees your AI agents can reason through — like a smart table of contents. github.com/VectifyAI/Page…

🧠 Built for reasoning-based RAG, PageIndex turns long documents into searchable tree structures 🌳 that AI agents can reason through — like a smart "table of contents" 📚 🚫 No vectors, no chunking ✅ Just relevance 📂 GitHub: github.com/VectifyAI/Page… ☁️ Cloud:

💡 Many users asked how to integrate PageIndex (reasoning-based RAG) with vector-based RAG. We published a blog post showcasing a hybrid retrieval pipeline that combines the speed of vector-based retrieval with the accuracy of reasoning-based retrieval. 👉 pageindex.vectify.ai/examples/hybri…

Andrew Ng In our open sourced project: github.com/VectifyAI/Page…, we transform any documents into tree and conduct Monte Carlo tree search to do rag, achieved much higher accuracy than vector based rag!

🚀 Huge thanks to Fahd Mirza for the in-depth PageIndex tutorial! 📽️ youtube.com/watch?v=MMvQr3… 🧠 PageIndex is our open-source tool that turns long docs into semantic trees for reasoning-based RAG. 📂 github.com/VectifyAI/Page… ☁️ PageIndex RAG platform launching this month!