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X @Elon Musk
Elon Musk· 2025-12-23 16:06
RT X Freeze (@XFreeze)xAI just launched the Grok Collections APIA built-in RAG system that lets you upload and search entire datasets - from PDFs and Excel sheets to codebases, without building your own indexing systemWhy it’s huge:• Easy file uploads & updates with auto reindexing• Powerful search for finance, legal & code data• Free first week of indexing & storage, then $2.50 / 1K searchesIn head-to-head tests, Grok Collections outperformed Gemini 3 Pro and GPT-5.1 on key retrieval tasks pulling more acc ...
X @Avi Chawla
Avi Chawla· 2025-08-10 06:33
Core Functionality - Zep aims to build human-like memory for agents, addressing real-time knowledge updates and fast data retrieval challenges in agentic and RAG systems [1] - Zep organizes agent memories into episodes, extracts entities and relationships, and stores them in a knowledge graph [1] - The system features an Episode Subgraph for capturing raw, timestamped data, a Semantic Entity Subgraph for extracting and versioning entities and facts, and a Community Subgraph for grouping related entities [1][2] Performance Metrics - Zep delivers up to 1850% (18.5 times) higher accuracy with 90% lower latency compared to tools like MemGPT [2] Open Source Nature - Zep is fully open-source [2]
X @Avi Chawla
Avi Chawla· 2025-08-04 19:23
Technology & Efficiency - RAG (Retrieval-Augmented Generation) system achieves query speeds of under 0.03 seconds across 36 million+ vectors [1] - A technique enhances RAG system memory efficiency by approximately 32x [1] Industry Adoption - Perplexity incorporates the technique in its search index [1] - Azure utilizes the technique in its search pipeline [1] - HubSpot employs the technique in its AI assistant [1]