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BitNet b1.58 1-bit LLM, New AI-Powered Web Scraping and Desktop Applications

Posted on October 21, 2024

ComfyUI V1

ComfyUI V1 is a packaged desktop application that offers a closed beta experience. Key features include:

• One-click install and auto-update for Windows, macOS, and Linux
• Code-signed to ensure security
• Includes Python environment and ComfyUI Manager

New UI Features:

• Template Workflows for streamlined operations
• Node Fuzzy Search for easy navigation
• Side Menu Bar with features like Queue History results, Model, and Node Library

Custom Node Registry (CNR) Highlights:

• 600+ published nodes with over 2000 versions
• Semantically versioned for easier management
• Integrated with ComfyUI Manager in the V1 desktop application

Read more about ComfyUI V1 on Comfy Org Blog

Microsoft BitNet b1.58 1-bit LLM

Microsoft has open-sourced the code for its influential paper on 1-bit LLMs (BitNet b1.58). This allows users to run large language models on local devices with significant performance improvements.

Key benefits include:

• Speedups of 1.37x to 5.07x on ARM CPUs
• Larger models see greater performance gains
• Energy consumption reduced by 55.4% to 70.0% on ARM CPUs
• Speedups of 2.37x to 6.17x on x86 CPUs. This means you can run 100B parameter models locally with up to 6x speed improvements and 82% less energy consumption without a GPU.
• Microsoft has open-sourced bitnet.cpp, a 1-bit LLM inference framework that runs directly on CPUs.
• Run fast and efficient AI anywhere, anytime with this new technology.
• No more relying on expensive GPUs or remote servers.
• A significant step towards private and secure AI processing.

https://twitter.com/rohanpaul_ai/status/1847814379657462201

https://twitter.com/akshay_pachaar/status/1847312752941085148

AI Web Crawlers

SearXNG-WebSearch-AI is an AI-powered web scraping tool that combines the privacy-focused metasearch engine, SearXNG, with advanced Language Learning Models (LLMs) for intelligent financial news analysis.

Key Features:

* Customizable web scraping across multiple search engines
* Advanced content processing, including PDF processing and deduplication
* LLM-powered summaries using models like GPT and Mistral
* Search optimization with query rephrasing and error handling

https://github.com/Shreyas9400/SearXNG-WebSearch-AI

OpenAI’s Swarm Web Extractor is a powerful tool that can autonomously search the web, map entire websites, and extract data. Built on top of OpenAI’s new multi-agent framework Swarm, Serp AI, and Firecrawl API, this technology offers advanced capabilities for web extraction.

Key features include:

* Autonomous web searching
* Entire website mapping
* Data extraction

The components involved are:
* Swarm: a lightweight and experimental framework introduced by OpenAI to develop multi-agent systems
* Serp API A: a real-time API providing access to Google search results
* Firecrawl API: turning entire websites into clean, LLM-ready markdown or structured data

https://twitter.com/kalyan_kpl/status/1848195249983897947

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