🤖 The Roadmap to Mastering AI Agent Evaluation

🦾Plus: 🏛️ AI Bosses Landed a Seat at the G7

In partnership with

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

In today's edition: Here’s the roundup of agents in production, physical AI, and shifting trust in AI 👇

  • 🔮Top Machine Learning Trends to watch in 2026

  • 📚Study: Expertise beats skill in Claude Code

  • 🏗️Alibaba’s Qwen-Robot Suite: Moving AI to the Physical World

  • 🚀How do teams get agents into production

  • 🤖 Midjourney Bets Its Scanner Can Prevent 30% of Deaths

  • 💡 AI Tutorial:How to use ChatGPT for interior designing

  • 🤖AI Tools and Data Tools to checkout

In this article, you will learn how to evaluate AI agents rigorously by examining their full execution process rather than only their final outputs. Topics we will cover include: Why agent evaluation differs from traditional language model evaluation, and where agents fail across the reasoning and action layers. How to grade agents with deterministic code-based checks and model-based judges, matched to the type of agent you are building.

When Did Your Business Start Running You?

What started as ownership turned into obligation.

Now you’re in every meeting, decision, and channel… not because you want to be, but because things stall without you.

It’s not a capacity issue. It’s a structure issue.

The Freedom Framework shows you how to rebuild work flows, so you can step back without things breaking down.

BELAY U.S.-based Assistants help make that real by bringing ownership to execution, so your business doesn’t rely on you to function.

Although machine learning is one part of the greater AI market, it is the most commonly implemented form of AI and growing rapidly in business. The machine learning market reached a value of about $1.41 billion in 2020 and is expected to reach $8.81 billion by 2025, according to 360 Research Reports.

Anthropic just analyzed 400K Claude Code sessions, studying how work splits between human vs. agent and what drives success — finding that a user’s own expertise in their field matters more than their overall coding expertise. Users made roughly 70% of planning decisions in a typical session, while Claude handled around 80% of execution choices.

How do companies like Netflix, Airbnb, and Doordash apply machine learning to improve their products and processes? We put together a database of 200 case studies from 64 companies that share practical ML use cases and learnings from designing ML systems.

Alibaba just unveiled the Qwen-Robot Suite, a new framework designed to move their Qwen models into what they are calling "physical world intelligence." Alibaba broke the framework down into 3 specialized foundation models: Qwen-RobotManip (The Hands): It’s trained on over 38,000 hours of robotics data. It translates visual inputs and natural language directly into physical manipulation.

Scaling AI agents usually gets bogged down by infrastructure headaches, not the models themselves. By separating an agent's reasoning from its execution environment, you can cut down on latency while keeping your credentials locked down and secure.

See Why HubSpot Chose Mintlify for Docs

HubSpot switched to Mintlify and saw 3x faster builds with 50% fewer eng resources. Beautiful, AI-native documentation that scales with your product — no custom infrastructure required.

👨‍💻 Data Tools, Libraries

Tame Your AI Monsters — The Claude Edition Claude is running in your enterprise. We're deploying Claude in our own enterprise. We're the first organization to put Rubrik Agent Cloud to work governing a live Claude implementation — and on June 30, we're opening that experience up in a hands-on lab.

Bentley – Join industry leaders for a webinar on June 24 at 11:00 AM EDT / 4:00 PM BST to See how digital-first strategies and 4D modeling are accelerating the delivery of AI-scale data centers.

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

AI News:

AI lab chiefs met G7 leaders and pushed for the US to lead the world's rules on AI. Sam Altman, Dario Amodei, and Demis Hassabis sat down with Trump, Macron, and Canada's Mark Carney for a closed-door lunch on the G7's final day in Evian, France.

Want to get the most out of ChatGPT?

ChatGPT is a superpower if you know how to use it correctly.

Discover how HubSpot's guide to AI can elevate both your productivity and creativity to get more things done.

Learn to automate tasks, enhance decision-making, and foster innovation with the power of AI.

Midjourney Medical built the scanner around ultrasound-on-chip technology it licensed exclusively from Butterfly Network, a public medical-device maker. A ring of half a million sand-sized sensors fires sound waves through the body and records the echoes, which a cluster of computers rebuilds into a detailed 3D map.

Your apps are now levers an AI pulls for you. Android 17 makes the phone an intelligence system where Gemini reaches inside apps to act. Ask once and it books, edits, or orders, no menu-tapping.

Pew Research just released its 2026 data on more than 5K U.S. adults, measuring both how people use AI and how they feel about it — with the two lines running in opposite directions as adoption climbs while optimism continues to slide. Chatbots just crossed a milestone, with about half of U.S. adults now using one, and a quarter do so daily — a leap from just 1/3 of the public in 2024.

The second-generation iPhone Air is now in advanced testing. Apple plans to launch the device in Spring 2027. The device will retain its current look, but with a second rear camera for ultrawide-angle photography and an improved battery life. It will be powered by a version of the A20 Pro processor, the same chip coming to this Fall's iPhones.

Creally is the AI platform for creator partnerships, built for scale. AI agents handle discovery, outreach, negotiations, and deal tracking end-to-end. One client went from 200 to 5,000 monthly outreaches without adding a single hire. Your team focuses on decisions. Creally does the rest.

AI Tutorial

How to use ChatGPT for interior designing

You don’t need to pay an interior designer just to see how your room could look. You can use ChatGPT to redesign your space with a simple photo. Here is how:

  1. Open ChatGPT and sign in to your account.

  2. Take a clear photo of any room in your house and upload it to ChatGPT. The room should look exactly as it does right now.

  3. Type Your Task (Examples you can type):

    • “This is my bedroom. I want to redesign it. Keep the same room shape and layout, but show me what it would look like in a modern style.”

    • Next, “Show me the same living room in a minimalist style. Keep the windows and room shape the same. “Now show me the same room in a cosy style.”

  4. Wait for ChatGPT to generate the image. It may take a little time. You can ask it to try another style if you do not like the first one.

  5. After that, ask it for a complete shopping list including furniture, colours, lighting, rugs, curtains, wall decor, and materials. Add your city or country so it can suggest real products you can buy near you.

🔥Top AI tools to increase productivity: 

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

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

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

  4. CCPayment is a cryptocurrency payment platform allowing merchants to accept and payouts

  5. HuePress is a SaaS platform providing therapy-grade, high-quality printable coloring pages

  6. Creatives Takeover is an AI  platform that turns raw founder ideas into business plans

  7. Pixelexact AI image generator composing scenes on fixed canvases

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

Have cool resources to share? Submit AI tool

A.I. Generated Image of the Day

👀 Divine Coral Realm

AI Tools Up NewsletterReceive a weekly email with updates on new AI tools, helpful prompts, and the latest AI developments. Join over 20000 + professionals from Google, OpenAI, Notion, Apple, and more.

SPONSOR US

Get your product in front of Big Data & AI enthusiasts

😮 The Marketing Channel You've Probably Slept On:

Haven't tried newsletter sponsorships yet? You are missing out on a HUGE ROI+ customer acquisition channel. I know because dozens of advertisers keep coming back for more... Run a test campaign with us and see for yourself 👉 Get in touch today.

What did you think of today's email?

Your feedback helps me create better emails for you!

Login or Subscribe to participate in polls.