đź§  Why Do Language Models Hallucinate?

🦾Plus: ‍🌟 OpenAI launches TikTok-style app

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

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

  • 📚 Types and Examples of NoSQL Databases

  • 🚀Z.ai’s GLM 4.6 outperforms Sonnet 4 with 15% fewer tokens

  • 🖥️ Cursor Can Now See and Test Code in Browser Instances

  • 📊Learn From Cognition’s Experience with Claude Sonnet 4.5

  • 📦 Amazon’s new Alexa+ integrated devices

  • 🚀 Elon Musk Plans to Take on Wikipedia With 'Grokipedia' 

  •  đź’ˇ AI Tutorial:How to use Notion AI agents to be more productive

  • 🤖 AI Tools and Data Tools to checkout

Hallucinations — the bane of the language model (LM) and its users — are the plausible-sounding but factually incorrect statements produced by LMs. These hallucinations are problematic because they can erode user trust, propagate misinformation, and mislead downstream decisions even when the output is expressed with high confidence.

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NoSQL databases are growing with very rapid speed because of their exciting features like more flexibility and scalability, schema-free architecture, easy replication support, simple API, consistent / BASE (not ACID), support for big data and more.

Another day, another open-source model from China. Z.ai has dropped GLM 4.6, an upgraded version of their GLM 4.5 with many improvements - an expanded context window from 128K to 200K tokens while improving its coding and reasoning capabilities.

Cursor has introduced a beta feature that allows its AI agent to spin up and use a browser instance to interact with web applications you've built, like performing actions on UI elements, capturing screenshots, analyzing the interface, suggesting UI improvements, and debugging client-side issues like console logs or runtime errors.

The Devin team just dropped their field notes from rebuilding their AI agent for Claude Sonnet 4.5, and they're not what you'd expect. Instead of a simple model swap, they had to completely rearchitect Devin because the new model broke assumptions about how agents should work.

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👨‍💻 Data Tools, Libraries

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AI News:

Amazon just unveiled a series of new devices designed specifically for its new AI-infused Alexa+, including new Echo home systems, Ring cameras, Fire TVs, Kindle readers, and more. Alexa+ can now handle more natural conversations, book reservations, control smart homes, and complete complex web tasks autonomously.

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OpenAI has unveiled Sora 2, its latest video generation model, alongside a new invite-only iPhone app called Sora. The app mimics TikTok’s style with a feed of short videos but centers on AI-created clips. Users can record short videos that others can transform into AI-generated remixes, provided they’ve shared consent through “cameos.”

Elon Musk claims that xAI's Grokipedia will be a massive improvement over Wikipedia, which he has previously accused of being 'woke', even calling for it to be defunded.

Ransomware remains one of the most damaging cyber threats facing organizations today. These attacks can lead to substantial financial losses, operational downtime, and data compromise, impacting organizations of all sizes and industries, including healthcare, retail, education, manufacturing, and government.

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AI Tutorial

How to use Notion AI agents to be more productive

  • Go to Notion and log in to your account.

  • Click the circular face icon in the bottom-right corner of your workspace, or open the Notion AI tab in the left sidebar.

  • Tell your AI Agent what you want it to create or manage.

Sample Prompt: Create a marketing campaign database with tasks for 3 blog posts, 15 social posts, and 2 emails for our upcoming fall launches. Include columns for owner, due date, and status. Add timeline and board views. For each task page, insert a brief content outline with key talking points.

  • Notion AI will automatically create items with the right properties, relations, charts, and views.

  • Ask your Agent to add new views or update properties to match your needs.

  • Keep refining by telling your Agent what to change or add. It'll confirm any page deletions if you want to remove something.

  • You can also create and edit pages, search and analyze content across Notion, connected tools, and the web with AI agents.

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