📆July 5th 2024📆 

Getting a little more technical today with my own exploration of GraphRAG & some exciting new model announcements from Meta & Salesforce research teams.

• A full tutorial exploring knowledge graphs for RAG applications - reduce hallucinations, increase understanding of complex relationships

• Meta have rocked the AI world with a innovation that might change how LLMs are trained and deployed - available on HuggingFace now

• Salesforce announce a tiny 1B model that claims to measure up against some of it’s larger rivals. This bodes well for edge and on-device AI

• Cloudflare announce a new feature to enable 1-click AI bot blocking, protecting content creators from AI scraping techniques.

• As always, too much to put in headlines. Check out the Other News Rollup section for a quickfire review of the top stories in AI.

Dive in for all the details!

✨ Bright Journey Content ✨ 

Unlocking Advanced AI with GraphRAG: A New Approach to Retrieval-Augmented Generation

In the latest of a series I’m writing, learn how to harness the power of GraphRAG by combining Streamlit, LangChain, Neo4j, and GPT-4o to build sophisticated knowledge graphs from unstructured data. This method enhances traditional RAG techniques by utilizing knowledge graphs to connect and query complex relationships within data, resulting in richer and more accurate AI responses. By integrating structured and unstructured data retrieval, GraphRAG delivers precise, context-aware answers to user queries. Explore how to implement this cutting-edge technology with a step-by-step guide and full code available on GitHub.

Read the full tutorial on my Medium & get the code on Github.

Get in contact if you want to learn how to make AI work for you.

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📰 News 📰 

Meta Releases Multi-Token Prediction Models for Enhanced AI Research

Meta has announced the release of new AI research models, including their ground-breaking multi-token prediction models, now available for public research. This approach, spearheaded by Meta's Fundamental AI Research (FAIR) team, aims to improve the efficiency and performance of large language models (LLMs) by predicting multiple tokens simultaneously rather than the traditional single-token method.

Key Advancements:

1. Improved Efficiency and Speed: Multi-token prediction can make models up to three times faster during inference.

2. Better Performance: This method shows notable improvements in various tasks, especially with larger models.

3. Open Access for Research: Meta's commitment to open science is evident as they release these models under research-only licenses.

Read More At: Meta Website, HuggingFace

Salesforce's 'Tiny Giant' - A Smaller, Efficient AI Model On-Device AI Landscape

Salesforce has introduced the XLAM-1B model, demonstrating that smaller AI models can outperform larger ones in efficiency and performance. The model contains only one billion parameters, yet it has been designed to be highly efficient, leveraging advanced techniques in architecture optimization and data utilization. This approach counters the prevailing trend of developing increasingly larger models, which often require more computational resources and energy.

XLAM-1B achieves comparable or superior results to larger models by focusing on streamlined processes and optimized training methodologies. This innovation highlights a shift towards more sustainable and cost-effective AI solutions, potentially revolutionizing how businesses approach AI deployment.

Read More At: VentureBeat

Cloudflare Introduces 1-Click AI Bot Block to Combat Web Scraping

Cloudflare has unveiled a new tool designed to help website owners effortlessly block AI-driven web scraping bots with just one click. This initiative is part of Cloudflare's broader efforts to enhance web security and ensure the integrity of web traffic.

Web scraping, a technique often used to extract data from websites, can lead to unauthorized data collection and potential misuse. AI-powered scrapers are particularly sophisticated, making them harder to detect and block using traditional methods. Cloudflare's new feature aims to simplify this process by providing a robust, easy-to-implement solution.

Read More At: The Register

🔨 AI Powered Tools 🔨 

• Moshi - Experimental conversational AI designed to engage in interactive and versatile conversations. It provides features like role-playing, recipe guidance, and movie discussions, with a unique ability to think and speak simultaneously.

• Naratix - Focused on enhancing e-commerce experiences through automated content creation and data enrichment. It helps online retailers generate SEO-rich product, category, and brand descriptions tailored to various languages and cultural contexts.

• MindStudio - No-code platform that allows users to build AI-powered applications beyond simple chatbots. It supports creating full web applications with features like onboarding screens, menus, forms, multi-step workflows, and custom databases. MindStudio is model-agnostic, supporting multiple AI models

🗞️ Other News Rollup 🗞️ 

AI at Paris Olympics - Intel's AI innovations at Paris Olympics enhance athlete experiences and event management with chatbots and highlights.

Revolutionary AI 3D Creation - Meta's Meta 3D Gen AI system creates high-quality 3D assets in under a minute, revolutionizing 3D content creation.

China's AI Dominance - China excels in generative AI patents, surpassing the US. OpenAI cited heavily. Focus on images and video.

Voice Isolator - ElevenLabs launches free AI Voice Isolator tool to enhance content by removing unwanted ambient noise effectively.

Iconic Voices Expansion - More from ElevenLabs as they add late celebs' voices to app, focusing on safety to prevent misuse. Exciting industry impact expected.

Figma AI Mimics Apple - Figma's AI replicates Apple's design, raising copyright concerns. Feature temporarily disabled for fixes. Source: The Register

Google's Carbon Dilemma - Google's emissions up 48% due to AI, aiming for net-zero by 2030.

Army adopts private AI - US Army integrates private AI algorithms for enhanced data processing, seeks industry guidance on security controls.

Revolutionizing Roadways with Smart Highways - Michigan pioneers smart highway technology on I-94, enhancing safety, traffic management, and emergency responses with innovative infrastructure.

AI Threats to Artists - AI image generators pose risks to artists' unique styles, leading to demand for Glaze's protection despite security concerns.

AI Avatar Generator - WhatsApp introduces 'Imagine' feature for personalized avatars using Meta's AI Llama model. Optional activation.

AI Music Generator Disappoints - Ethical AI music generator Jen disappoints musicians with uninspiring tracks lacking originality and genre specificity.

AI Spam in News - Google faces challenges combating AI spam in news results, impacting original reporting and SEO rankings.

AI Music Revolution - Suno's AI app democratizes music creation, facing legal battles over copyright infringement, potentially reshaping the music industry.

Efficient RAG Enhancement - Qdrant's BM42 algorithm improves RAG efficiency, offering cost-effective hybrid search options for better relevance ranking.

Nvidia's Antitrust Concerns - French regulator eyes Nvidia for anti-competitive behaviour in AI chip market, potentially facing charges. EU implications.

🎶 Prompts 🎶 

Prompts used to generate some of this issues images. Unless otherwise stated all images are using Dall-E and ChatGPT Plus.

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