🤖 Optimizing Tool Retrieval in RAG Systems

🦾Plus: OpenAI’s next big project “Orion” 🔮

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Hey folks! Let’s get into Big Data and AI craziness…

In today's edition:

  • 💼Why a Hedge Fund Built Its Own Database!

  • 🔮Predicting the Future of Distributed Systems

  • 📊Eight basic rules for causal inference

  • 🍓 OpenAI’s 'Strawberry' AI Model to launch this fall

  • 🚀 Cerebras Launches Lightning-Fast AI Inference

  • Google launches trio of new Gemini models

  • 🤖Americans believe AI will decrease the number of Jobs

  • 🤖 AI Tools and Data Tools to checkout

As the field of Artificial Intelligence (AI) continues to expand, the demand for skilled AI engineers is growing exponentially. Whether you’re just starting your journey or looking to advance your career, having a strong foundation in specific skills and tools is crucial.

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I'm going to give some context to sketch out the story, and then talk about the real whys of building your own database technology. Man Group is a large alternative asset manager. Alternative means not the usual massive markets, but alternative investments designed to give uncorrelated returns. We're quite large for that, so over $160 billion of assets under management.

When it comes to Retrieval-Augmented Generation (RAG) systems, one of the key challenges is deciding how to select and use tools effectively…many people ask me whether or not they should think about using retrieval to choose which tools to put into the prompt. What this actually means is that we're interested in making precision and recall trade-offs

This article shares insights into the changes in transactional and analytical systems, especially around object storage and programming models. There are many possible disruptive technologies, so it is challenging to pick the winners and losers.

In this blog post I will describe seven basic rules that govern the relationship between causal mechanisms in the real world and associations/correlations we can observe in data. To make each rule as easy as possible to understand, I will describe each rule both in words and in causal graph and logic terms,

👨‍💻 Data Tools, Libraries

Vanilla Prime (GitHub Repo) 

Vanilla Prime is a spiritual successor to VANILLA TODO with no frameworks, no bundlers, and no required dependencies. It aims to provide a simpler, more sustainable way of web development.

Toolong (GitHub Repo)

Toolong is a terminal application for viewing, tailing, merging, and searching log files and JSONL.

Miracode (GitHub Repo)

Miracode is a readable version of Monocraft, a font based on the typeface used in the Minecraft UI.

AI News:

OpenAI’s next big project “Orion” 🔮

A new report from The Information reveals that OpenAI is developing two advanced AI models: 

  • "Strawberry," which can solve complex unseen math problems, tackle challenging word puzzles, and even perform tasks that require strategic thinking. 

  • and "Orion," set to be OpenAI's next flagship language model, which aims to surpass GPT-4's capabilities.

OpenAI reportedly preparing to launch new ‘Strawberry’ AI model, a new model set to surpass current capabilities and revolutionize AI applications. The model reportedly scores over 90% on the MATH benchmark, outperforming current models like GPT-4 and GPT-4o. Previously known as Q*, this model was central to a tumultuous period at OpenAI, linked to concerns over AI's future risks.

Cerebras Systems launched Cerebras Inference, offering AI inference speeds faster than ever at a much lower cost. 

Key takeaways: 

  • 20x faster AI inference compared to traditional GPUs. 

  • 10 cents/million tokens for Llama 3.1 8B and 60 cents for Llama 3.1 70B. 

  • Processes 1,800 tokens/second for Llama 3.1 8B and 450 tokens/second for Llama 3.1 70B.

Google presents GameNGen, the first game engine powered entirely by a neural model that enables real-time interaction with a complex environment over long trajectories at high quality. GameNGen can interactively simulate the classic game DOOM at over 20 frames per second on a single TPU.

Amazon is set to launch an AI-enhanced Alexa with a paid subscription option this October, aiming to rival the advanced assistants from OpenAI and Google. The service could cost up to $10 per month, with the existing version of Alexa remaining free.

Google just released three new experimental Gemini 1.5 models, including a compact 8B parameter version, an improved Pro model, and an enhanced Flash model — all available for developers on Google AI Studio.

  • A new smaller variant, Gemini 1.5 Flash-8B

  • A stronger Gemini 1.5 Pro model (better on coding & complex prompts)

  • A significantly improved Gemini 1.5 Flash model

A new YouGov poll explores how Americans are feeling about AI and the U.S. job market. Americans are more likely now than they were last year to say the current job market in the U.S. is bad.

AI Tutorial

How to Create Sound Effects from Text Using AI

ElevenLabs has unveiled an exciting new feature that turns written descriptions into realistic sound effects. Here’s how to get started:

  • Go to ElevenLabs and create a free account.

  • Navigate to the "Sound Effects" option in the menu on the left.

  • In the provided text field, enter a brief description of the audio effect you wish to create. (For instance: "waves crashing on a rocky shore")

  • Customize the Settings by tweaking the duration and prompt influence options.

  • Hit the "Generate Sound Effects" button to produce your custom audio.

🔥Top AI tools to increase productivity: 

  1. Ema, the revolutionary Universal AI Employee designed to enhance productivity and simplify complex workflows within any organization.

  2. Verk- Hire AI employees to add more firepower to your team, who work 24/7 to do sales, be your personal assistant, do graphic designing

  3. Codetoflow enables you to understand the code in simple terms using a flowchart which enables you to understand the details

  4. 🤖 AIApply: Revolutionizing the Way You Work with Cutting-Edge Technology.

  5. Figr AI - A model to turn ideas into product design.

  6. Rizzle AI - An AI-driven video creation platform.

  7. Heyday - AI copilot for your own research, notes & conversation.

  8. SaneBox - Read the important emails in your inbox.

View our database of all the best AI tools for your needs: aitoolsup.com

Have cool resources to share? Submit AI tool

A.I. Generated Image of the Day

👀 Ai Art (source)

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