📚 A visual introduction to information theory

🦾Plus: 📈 Apple Overtakes Nvidia As The World's Most Valuable Company

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

In today's edition: Here is roundup of GPT-5.6 Sol prompts, AI Coding workflow 👇

  • 🛠️The Top 10 LLM Evaluation Tools

  • 🤖Prompting guidance for GPT-5.6 Sol (by OpenAI)

  • 🔍Claude Code now reviews your PRs as hard as you want

  • ⚡The complete AI Coding workflow

  • 🎬 Netflix Used AI in 300 Titles

  • 💡 AI Tutorial:How to Transfer the Style of One Image to Another

  • 🤖AI Tools and Data Tools to checkout

Most IT platforms were built for a different era—then AI was added later, as a layer. Atera was designed differently. Atera brings RMM, helpdesk, patching, and monitoring into a single platform. And AI isn't the add-on—it's the foundation of every workflow. Diagnose devices, generate scripts, surface fleet-wide insights, and manage tickets, all from one place, with AI that actually understands your environment.

Information theory, though originally developed for communications engineering, provides mathematical tools with broad applications across science. These tools characterize the fundamental limits of data compression and transmission in the presence of noise. Here, we present a visual, intuition-driven guide to key concepts in information theory.

LLM evaluation tools help teams measure how a model performs across various tasks, including reasoning, summarization, retrieval, coding, and instruction-following. They analyze performance trends, detect hallucinations, validate outputs against ground truth, and benchmark improvements during fine-tuning or prompt engineering

Upgrading to GPT-5.6 requires a fresh approach to maximize token efficiency and new features. This cookbook shows you how to use leaner prompts and Pro mode to boost performance and lower your costs.

🚀 Dive into the World of Machine Learning System Design! 🌐How do companies like Netflix, Airbnb, and Doordash apply machine learning to improve their products and processes? We put together a database of 800 case studies from 100 companies that share practical ML use cases and learnings from designing ML systems.

The AI lab just rolled out new effort levels for /code-review. Previously, the command ran one fixed prompt no matter what. Now, each level runs its own review. Low effort runs a fast single pass that you can use before every push. High effort spins up sub-agents to verify every single finding. Anthropic says even the lowest tier outperforms rival tools. Update Claude Code and try it on your next PR.

In this tutorial, a senior engineer shows you how to set up an AI-native environment for professional work. You’ll learn how to install and configure skills using the CLI. You’ll also learn how to organize your projects for AI agents and run through a standard workflow.

Try the AI that knows your customers. No commitment.

Most platform evaluations start with a demo request and end three weeks later in a conference room. This one takes 15 minutes and puts you directly inside Gladly's interface — navigating it on your own terms.

See how AI surfaces real-time customer context before a conversation starts. Watch how a single conversation thread pulls in purchase history, channel history, and account details without a handoff.

No installation. No commitment. Start the interactive demo and see the platform for yourself.

👨‍💻 Data Tools, Libraries

Atera brings RMM, helpdesk, patching, and monitoring into a single platform. And AI isn't the add-on—it's the foundation of every workflow. Most IT platforms were built for a different era—then AI was added later, as a layer. Atera was designed differently. One AI-native platform for everything IT.

Cube Agent: Customer-facing analytics are slow, the warehouse bill keeps climbing, and every new chart turns into an engineering project. Cube is the agentic analytics platform built for embedding: drop governed dashboards and an AI analyst into your product in days.

Columns.ai Flow turns AI into your data workflow engine. Connect spreadsheets, APIs, and SQL databases, then clean, join, filter, aggregate, pivot, and visualize your data through simple chat.

Operator Stack: Its Reporting System connects to your marketing data so you can automate reporting, uncover insights, and spend more time making decisions.

AI News:

For the first time since early last year, the AI spotlight has swung off the chipmakers. Apple edged past Nvidia today, as attention shifts toward companies positioned to monetize AI through services and devices.

Hiring in a new country? Read this first.

Every country has different employment laws, payroll requirements, notice periods, and benefits expectations.

Oyster's Global Hiring Guides help you navigate the details, avoid surprises, and hire with confidence—wherever you're growing next.

Roughly 300 programs this year used generative AI in production, filling in crowd scenes and battle sequences. One docuseries used 17 minutes of AI footage, and was made twice as fast at half the cost.

Google is rolling out connected apps in AI Mode, allowing users to link services like Instacart, Canva, and YouTube Music so Search can perform actions across them. The update moves Google closer to turning Search into an AI assistant that can complete everyday tasks instead of simply returning links

The rename comes with real muscle. Every notebook now gets a secure cloud computer, writing and running code for deep data analysis, and it now lives inside the Gemini app and Search.

If you can’t beat ‘em, lease from ‘em? According to The New York Times, Anthropic is in very preliminary talks to lease computing power from Meta in a potential deal being valued at about $10 billion. The talks come weeks after Anthropic announced a similar deal with Elon Musk’s SpaceX to use the computing capacity at its Colossus 1 data center

10x the context. Half the time.

Speak your prompts into ChatGPT or Claude and get detailed, paste-ready input that actually gives you useful output. Wispr Flow captures what you'd cut when typing. Free on Mac, Windows, and iPhone.

AI Tutorial

How to Transfer the Style of One Image to Another

  1. Open ChatGPT and select Create Image.

  2. Upload two images: a style reference (the image whose look you want to copy) and a target image (the image you want to transform).

  3. Enter a prompt such as:

"Apply the visual style, lighting, and composition of the first image to the second image."

  1. Review the result and, if needed, refine it with follow-up prompts.

🔥Top AI tools to increase productivity: 

  1. Atera brings RMM, helpdesk, patching, and monitoring into a single platform. And AI isn't the add-on—it's the foundation of every workflow.

  2. Siteimprove.ai built an AEO Checker so you don't have to wait to find out. Run your domain to learn which AI search engines can find and cite you.

  3. Creally is the AI platform for creator partnerships. Agents handle discovery, personalized outreach, follow-ups, and negotiations end-to-end

  4. Planable is where posts get created, reviewed, and approved before anything goes live.

  5. Thor.ai captures the blockers, decisions, and commitments that never make it into your tools — straight from Slack threads and meetings

  6. AirRankPilot helps local businesses get discovered by Google and AI tools like ChatGPT and Perplexity

  7. InboxKit is your all-in-one platform for building, managing, and scaling cold-email infrastructure.

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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