šŸ¤– LLM Embeddings Explained

🦾Plus: šŸ¤ Tesla & Samsung sign $16.5B chip deal

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

In today's edition: What's Shaping the Future of Data?

  • šŸ— Best Practices in Data Warehousing Implementation

  • šŸ¤– Six Principles for Production AI Agents

  • šŸ¤– Visual Programming in Your Codebase

  • šŸ› A Radically Simple 100-line AI SWE Agent

  • šŸ¤– Z.ai launches GLM-4.5 model

  • šŸ¦„ Microsoft’s ā€˜Copilot Mode’ for agentic browsing

  • šŸ’” AI Tutorial:Create personalized AI video avatars

  • šŸ¤– AI Tools and Data Tools to checkout

In this article we go through the fundamentals of embeddings. We will cover what embeddings are, how they evolved over time from statistical methods to modern techniques, check out how they're implemented in practice, look at some of the most important embedding techniques, and how the embeddings of an LLM (DeepSeek-R1-Distill-Qwen-1.5B) look like as a graph representation.

Veterinarians nationwide reported that corporate managers pushed clinics to focus on profit, with vets often paid based on revenue. This encouraged them to see more pets, order more tests, and upsell services, creating a growing burden for uninsured pet owners. Pet insurance could help you offset some of these rising costs, with some providing up to 90% reimbursement. View Money’s top pet insurance picks to see plans starting at only $10/month.

In this blog post, we’re going to uncover the best practices in data warehousing implementation. From understanding the foundational principles to navigating the latest technological advancements, we’ll guide you through the essential steps to ensure your data warehousing project is a success.

Building effective AI agents is about system design and proper software engineering. Focus on clear instructions, lean context management, robust tool interfaces, and automated validation loops. Look for missing tools, unclear prompts, or insufficient context when debugging agents. Put error analysis first in the development process - let models help understand where the agent failed, then systematically address those failure modes.

Visual flow builders like n8n are great until you need them to actually work with your existing codebase. Flyde brings the visual flow-based programming directly into your TypeScript codebase, running inside VS Code and integrating seamlessly with your existing functions and frameworks.

The Princeton team behind SWE-bench and SWE-agent just released mini SWE Agent, proving that sometimes less really is more. This radically simplified agent ditches fancy tools, complex configurations, and bloated dependencies while still achieving an impressive 65% success rate on SWE-bench verified with Claude Sonnet 4.

Through Squarespace’s cutting-edge features that combine automation, design presets, creative guidance, and generative AI, Design Intelligence makes it easy to build a beautiful and impactful website. With just a few pieces of information, Blueprint AI generates an entire website customized based off your brand’s goals, name, and personality. It’s AI speed, with Squarespace’s 20+ years of design expertise in website building. 

šŸ‘Øā€šŸ’» Data Tools, Libraries

Claude Code Router: Routes Claude Code requests to different models based on task, using cheaper models for routing and tool invocation and larger models for coding and reasoning.

Tinyio: A ~200-line Python event loop that replaces asyncio's complex error handling with a crash-everything approach when exceptions occur.

Dyad: A free, local, opensource alternative to Lovable, v0, Bolt, and Replit to build full-stack applications with any AI model using your own API keys.

AI News:

Chinese startup Z.ai (formerly Zhipu) just released GLM-4.5, an open-source agentic AI model family that undercuts DeepSeek's pricing while nearing the performance of leading models across reasoning, coding, and autonomous tasks. 4.5 combines reasoning, coding, and agentic abilities into a single model with 355B parameters, with hybrid thinking for balancing speed vs. task difficulty.

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Microsoft just released ā€˜Copilot Mode’ in Edge, bringing the AI assistant directly into the browser to search across open tabs, handle tasks, and proactively suggest and take actions. Copilot Mode integrates AI directly into Edge's new tab page, integrating features like voice and multi-tab analysis directly into the browsing experience.

Tesla and Samsung signed a $16.5B deal for the manufacturing of Tesla’s next-gen AI6 chips, with Elon Musk saying the ā€œstrategic importance of this is hard to overstate.ā€ Samsung’s shares jumped as much as 6.8% to their highest since September last year after news of the deal. Tesla shares were up 1.9% in U.S. premarket trading.

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Meta is reportedly working on a smart watch designed to complement both the company's smart glasses and Quest headsets. The device will be able to see the world around the user through built-in cameras. Meta planned to launch a similar pair of smartwatches in 2022. More information about the project is likely to be revealed during the company's annual developer conference, Meta Connect, set to kick off on September 17.

PayPal launched Pay with Crypto, allowing businesses to accept 100+ cryptocurrencies, including Bitcoin and Ethereum, for international payments. Merchants can settle instantly in fiat, with transaction fees cut by up to 90% compared to traditional credit card processing

Mood’s new rapid onset THC gummies deliver gentle body relaxation with a strong but balanced, clear-headed euphoria — all in as little as five minutes.

Plus, Mood gummies are USA-grown and tested by third-party labs to ensure they meet federal legal and health standards.

AI Tutorial

šŸŽ­ Create personalized AI video avatars

In this tutorial, you will learn how to create AI-generated videos featuring yourself or any character by training an AI model with personal images and then animating them with natural speech using Google Veo 3.

Step-by-step:

  1. Go to Freepik and create a new Character by uploading 12-24 varied images of yourself

  2. Use ChatGPT to generate detailed scene prompts: ā€œProvide a prompt where the character is in a studio holding a product. Do not describe the character’s appearanceā€

  3. Back in Freepik, select your character, paste the prompt with your character's name, and generate in 16:9 format

  4. Upload your image to Google Gemini’s Video tool and prompt: ā€œGuy talks to the camera saying: [dialogue]ā€

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šŸ”„Top AI tools to increase productivity: 

  1. AI Writer is the only AI writing platform built to be trusted!

  2. MimicPC enables access to popular AI open-source applications from any device’s browser, without the need for expensive hardware or installation step

  3. Chat Thing gives you the tools to make AI assistants and bots trained on your content.

  4. ResumeBoostAI is a tool that improves resume bullet points, creates cover letters, answers common job questions and more using AI.

  5. X Headshot is an AI headshot generator that turns your selfies into professional AI headshots.

  6. Markero, an all-in-one marketing tool equipped with artificial intelligence, democratizes advanced marketing techniques

  7. Ai colors - AI-powered color palette generator.

  8. Notta is an AI-based voice-to-text transcription service that supports 104 languages, providing high accuracy

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

Have cool resources to share? Submit AI tool

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