🐼 Pandas Tricks to Handle Large Datasets

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

• 📡Top IoT Analytics Firms Combining Big Data, AI & Edge Computing

• 🔗Google Extends A2A with Multi-Agent Squads and Hierarchies

• 🎨Google ADK adds AG-UI support for frontend agent integration

• ⚡Vibing a Non-Trivial Ghostty Feature

• 🎮 xAI’s world models for video game generation

• ⚖️ Apple sued over AI training

• 💡 AI Tutorial:How to design creatives with GenSpark AI Designer

• 🤖 AI Tools and Data Tools to checkout

7 Pandas Tricks to Handle Large Datasets

Large dataset handling in Python is not exempt from challenges like memory constraints and slow processing workflows. Thankfully, the versatile and surprisingly capable Pandas library provides specific tools and techniques for dealing with large — and often complex and challenging in nature — datasets, including tabular, text, or time-series data. This article illustrates 7 tricks offered by this library to efficiently and effectively manage such large datasets.

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Top IoT Analytics Firms Combining Big Data, AI & Edge Computing

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.

Google Extends A2A with Multi-Agent Squads and Hierarchies 🔀👭

Google just dropped Agent Gateway Protocol (AGP), an extension to A2A that brings enterprise hierarchy to agent networks. While A2A lets agents talk to each other in a flat mesh, AGP organizes them into squads with gateway routers, solving the real problem enterprises face: routing work to the right team based on security policies, cost, and capabilities.

Google ADK adds AG-UI support for frontend agent integration

Google ADK now speaks all three major AI protocols - MCP for tools, A2A for agent-to-agent communication, and AG-UI for user interaction. The AG-UI integration lets you embed entire A2A multi-agent meshes directly into React frontends with bi-directional event streaming, generative UI, human-in-the-loop approvals, and synchronized state between your agent network and application.

Vibing a Non-Trivial Ghostty Feature

Ghotty's unobtrusive update notification feature was largely developed with AI. This post shares the agentic coding sessions that led to shipping the feature. It provides context about the process and reasoning. AI is best used as an assistant and not a replacement. While AI can do a lot of the work, developers will almost always still need to intervene at times.

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👨‍💻 Data Tools, Libraries

Turmoil (GitHub Repo)

Turmoil is a testing framework for distributed systems. It can run multiple concurrent hosts within a single thread to provide deterministic execution.

ugrep-indexer
A monotonic indexer to speed up grepping by >10x.

pixi
pixi is a cross-platform, multi-language package manager and workflow tool build on the shoulders of the conda ecosystem. pixi supports Python, R, C/C++, Rust, Ruby, and many other languages.

AI News:

🤝 Meta Recruits Thinking Machines Co-Founder

Thinking Machines Lab, the AI startup founded by former OpenAI CTO Mira Murati, has lost one of its key figures. Co-founder Andrew Tulloch announced his departure and is set to join Meta. The Wall Street Journal earlier reported Meta’s aggressive attempts to acquire Thinking Machines and recruit Tulloch directly, with offers potentially worth $1.5 billion over six years.

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🎮 xAI’s world models for video game generation

Elon Musk's xAI reportedly recruited Nvidia specialists to develop world models that can generate interactive 3D gaming environments, targeting a playable AI-created game release before 2026. xAI hired Nvidia researchers Zeeshan Patel and Ethan He this summer to lead the development of AI that understands physics and object interactions.

⚖️ Apple sued over AI training

Apple faces a class-action lawsuit for allegedly using many pirated books to train its Apple Intelligence AI, highlighting growing scrutiny over AI training datasets. Neuroscientists claim Apple used illegal “shadow libraries” of copyrighted books, including their own works, to train AI models integrated into iOS devices.

📊 OpenAI’s GPT-5 reduces political bias by 30%

OpenAI just released new research showing that its GPT-5 models exhibit 30% lower political bias than previous models, based on tests using 500 prompts across politically charged topics and conversations. Researchers tested models with prompts ranging from "liberal charged" to "conservative charged" across 100 topics, grading responses on 5 bias metrics.

🦿 Qantas hit by massive data breach

Qantas confirmed that 5.7M customer records were stolen in a July cyberattack, which targeted a third-party contact center platform used by the airline and several other global companies. Most leaked data included names, emails, and frequent-flyer details, though some records also exposed personal information like location, mobile numbers, and dates of birth.

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AI Tutorial

How to design creatives with GenSpark AI Designer

• Go to Genspark AI Designer and sign up.

• Enter your prompt and describe your creative.

• Alternatively, choose the type of creative you want to design and use built-in templates.

Sample Prompt: Write a viral Facebook ad for an AI newsletter that teaches busy professionals AI tools, tutorials, and trends in 3 minutes a day. Use a bold hook, highlight time-saving and career benefits, add social proof (1M+ readers), and end with a clear CTA to subscribe. Keep it under 60 words, conversational, and engaging.

• Within seconds, AI searches, analyzes, and generates 4 design options.

• Refine with follow-ups like ‘make it minimalistic’ or ‘add more color.’

• Export your design and use it where needed.

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