A PM's Guide to AI Agent ArchitecturešŸ¤–

🦾Plus: šŸŽ Google to power Siri's AI search upgrade

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

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

  • 🌊Data Lake Table Formats (Open Table Formats)

  • šŸ“”Top IoT Analytics Firms Combining Big Data, AI & Edge Computing

  • šŸAlibaba’s Open-Source Multi-Agent Python Framework

  • 🐘PostgreSQL 18 eyes analytics boost and distributed future

  • 🐳 DeepSeek’s ā€˜self-improving’ AI agent

  • šŸ’°Stripe is building a new blockchain company

  • šŸ’” AI Tutorial:How to create persuasive presentations with Canva AI

  • šŸ¤– AI Tools and Data Tools to checkout

Data lake table formats serve as databases-like features on top of distributed File Formats. Similar to a traditional table, these formats consolidate distributed files into a singular table, simplifying management. Consider them an abstraction layer that structures your physical data files into coherent tables…

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Without painful treatments, expensive doctor bills, or even leaving your house…In one study, participants experienced a difference in as little as 2 hours!

In this article, we review some of the top IoT analytics firms that deliver powerful solutions for industries ranging from manufacturing and healthcare to logistics and smart cities. The first and the most in-depth spotlight goes to Yalantis, a company known for its innovative, tailor-made IoT analytics services.

Some agents feel magical while others feel frustrating. Product managers need to architect for the magical experience. This post walks through the different layers of AI agent architecture. It demonstrates how architectural choices play out in practice using concrete examples. Agent architecture is like a stack where each layer represents a product decision.

Alibaba just dropped AgentScope, a Python framework that lets you build multi-agent AI applications with transparency as paramount - you can see exactly what your agents are thinking, which APIs they're calling, and how they're making decisions. You can build everything from simple chatbots to sophisticated workflows where agents collaborate, use MCP tools, and maintain long-term memory.

PostgreSQL 18, set to be released later this month, will introduce a new asynchronous I/O subsystem that will allow read statements to be called from disk more quickly.

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šŸ‘Øā€šŸ’» Data Tools, Libraries

Automatisch
The open source Zapier alternative. Build workflow automation without spending time and money.

MusicLM
Generating Music From Text.

precloud
An open source command line interface that runs checks on infrastructure as code to catch potential deployment issues before deploying. 

OTF
An open source alternative to terraform enterprise.

AI News:

OpenAI’s CEO of Applications, Fidji Simo, just announced the company’s plans to launch the OpenAI Jobs Platform, designed to connect businesses with AI-skilled workers, alongside a new certification program for AI fluency. OpenAI partnered with Walmart and other employers to develop certification programs that teach different levels of AI fluency directly within ChatGPT.

LeafGuard replaces your entire system with a design that's earned the Good Housekeeping Seal for 15 consecutive years. AI News Roundup readers qualify for 75% off installation plus $200 off. Custom-manufactured for your home with lifetime protection.

Warner Bros. Discovery accuses Midjourney of exploiting its intellectual property by producing unauthorized images and videos of characters like Superman, Scooby-Doo, Wonder Woman, and Rick and Morty. The company says Midjourney generates infringing content even from vague prompts such as ā€œclassic comic book superhero battle.

Google DeepMind released EmbeddingGemma, a new addition to its open-source Gemma model family that is efficient enough to run on consumer devices, letting apps search and understand text in 100+ languages without internet. The model works fast enough for real-time responses while consuming less memory than a photo app, making it practical for smartphones and laptops.

DeepSeek is working on a new AI with advanced agentic capabilities, including executing multi-step tasks autonomously and self-improving, according to Bloomberg — with the Chinese startup aiming for a release in Q4 of this year.The new system will handle complex workflows with minimal user input and ā€œlearn and improve based on its prior actions.ā€

Stripe is funding a new blockchain company called Tempo aimed at high-volume processing of stablecoins. It has already enlisted an eye-popping list of partners, including Anthropic, Coupang, Deutsche Bank, DoorDash, Lead Bank, Mercury, Nubank, OpenAI, Revolut, Shopify, Standard Chartered, and Visa, to use or offer the blockchain for everything from agentic payments to remittances.

Here’s how it works:

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AI Tutorial

How to create persuasive presentations with Canva AI

  • Go to Canva AI and sign up.

  • In the dashboard, go to ā€˜Canva AI’, select ā€˜Design for meā€˜ → ā€˜Presentationā€˜

  • Enter your prompt describing your presentation and hit Enter.

Sample Prompt: Create a marketing campaign plan template for a new product launch. Include placeholders for company name, target audience, budget, and messaging. Develop a social media content calendar template for a quarter. Make it generic enough so any brand can add their posting themes and channels.

  • Select from styles to match your audience: Playful & Colorful, Formal & Polished, or Clean Hybrid.

  • Click ā€˜Use Canva Editor’ to refine your presentation.

  • Once your design is ready, export it as a PowerPoint, PDF, or link.

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šŸ”„Top AI tools to increase productivity: 

  1. Looksmax AI analyzes your physical appearance, and shares AI-generated self-improvement tips

  2. PhotoPacks.AI is a platform that enables generating high-quality professional headshots

  3. Growth Makers is a team of AI agents that finds growth hacking strategies for your business.

  4. ContentPieAI, say goodbye to the hassle of juggling multiple tools and spending hours on end crafting content

  5. Glowup AI, your personalized AI beauty companion.

  6. AI Humanize is a tool that transforms AI-generated text into writing that closely resembles human text

  7. Robopic by StackForward LLC transforms your digital photography experience

  8. airapgenerators.com -  Create unique AI Raps now, free to use.

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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