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Hey folks! Letās get into Big Data and AI crazinessā¦
In today's edition: Here is roundup of Claude solves 87-year-old math problem, OpenAI's math star model. š
šLinear brings loop engineering to entire teams
ā ļøYour coding agents could be prone to cyber attacks
šļøHow Senior Engineers structure large codebases
š” AI Tutorial:How to design anything with Canva in Claude Design
š¤AI Tools and Data Tools to checkout
AI agents should learn and evolve autonomously, yet current research remains fragmented. This study explains how agents improve through two primary methods: updating their internal models or optimizing their operational systems.
Win AI Search Without a Big Team
92% of VCs use AI to find companies. 58% of buyers start there, too. If you're not showing up in AI answers, you're invisible before the conversation even starts. Join HubSpot for Startups, Anthropic, and Marketing Against the Grain on July 30 (11 am ET) for a live AEO teardown. Real startup. Real recs. Register and unlock the free Startup Visibility Bundle.
Autonomous penetration testing is becoming one of the most important changes in offensive security. Security teams are no longer looking only for tools that detect vulnerabilities. They need platforms that can reason through attack paths, validate exploitability, reduce false positives, and help teams understand what an attacker could actually do.
The product management platform just dropped Loops. The feature scales the /loop workflows that developers use in Claude Code and Codex across an entire workspace. You can describe a task in plain English. Then, set it to run on a schedule or whenever a specific event occurs. Every run is fully transparent, so anyone on the team can see exactly what the agent did.
š Dive into the World of Machine Learning System Design! šHow 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.ļø
The team at Pillar Security found seven ways to bypass the sandboxes in Cursor, OpenAI's Codex, Google's Gemini CLI and Antigravity. None of them attack the sandbox directly. Instead, the agent writes ordinary config or Git files, and trusted tools on the host machine execute them later. Most of these vulnerabilities have been patched, so be sure to update Cursor and Codex CLI right away.
Youāll learn how to organize scalable SaaS codebases by responsibility instead of just folders. This tutorial teaches you to build a strict six-layer architecture with clear dependency rules to prevent technical debt and keep your project perfectly structured for both engineers and AI coding tools.
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Getting started takes under 10 minutes: log in with Google, deposit with Apple Pay or a bank transfer, and trade from your phone or desktop ā wherever you are in the world.
While everyone else is refreshing headlines and waiting for the open, you're already positioned. That's the difference between reacting to markets and actually trading them.
šØāš» Data Tools, Libraries
Atera brings RMM, helpdesk, patching, and monitoring into a single platform. And AI isn't the add-onāit's the foundation of every workflow. Most IT platforms were built for a different eraāthen 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.
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:
Big Tech's scramble to escape its Nvidia dependence has a new entry. Alphabet is designing a server chip, internally dubbed "Frozen v2," that The Information reports could be six to 10 times more efficient than Google's current AI chips, measured by tokens generated per unit of power. It's slated for 2028, and Google didn't confirm or deny the report.
Forget Nvidia and SpaceX - These 5 Stocks Could Soar Next
Everyone is watching SpaceX.
But Wall Streetās top-rated analysts are pointing to 5 different stocks right now.
MarketBeatās Top 5 Stocks to Buy Now report reveals the names getting some of the strongest analyst support before the broader market catches on.
Claude Fable 5 just produced a one-line formula that breaks the Jacobian conjecture, a famous algebra rule that has stumped mathematicians since 1939, with Anthropicās Levent Alpƶge disproving it with a hilariously casual post on X. Alpƶge posted the proof over the weekend on X, thanking his āclose friend fable for working during the World Cup finalā.
AMD announced Monday that Microsoft will deploy its new Helios rack-scale AI system on Azure, using it to power frontier-model inference for Microsoft, its AI customers, and Azure AI services. Helios bundles AMD's own GPUs, CPUs, networking chips, and software into a single system which is positioned as the first credible challenger to Nvidia's dominance in AI hardware. AMD expects to start shipping to Microsoft and other customers before the end of 2026
Samsung is taking a page from Apple's playbook. The company launched the Samsung Galaxy Card, its first-ever US credit card, issued by Barclays on the Visa network and built directly into Samsung Wallet. The Samsung Galaxy Card, its first-ever US credit card, issued by Barclays on the Visa network and built directly into Samsung Wallet.
OpenAI published a blog revealing that it benched its unreleased model behind May's ErdÅs breakthrough after the system kept finding holes in its sandbox, and restored access once new safeguards to track work sessions were ready. OpenAI built the unnamed system for longer jobs that outlast a normal chat, and used it in May to help settle an 80-year-old ErdÅs geometry problem.
AI Tutorial
How to design anything with Canva in Claude Design
Go to Claude and sign up
Select Sonnet 4.7 as your model and enter your prompt
Sample Prompt: Design a professional welcome guide for a company retreat, including schedule, activities, and key information.
Hit enter, Claude will generate a complete guide within seconds
Click Export ā Send to Canva ā Open in Canva
In Canva, go to Brand and apply your brand colors, fonts, and style
Customize the layout, visuals, and sections as needed
Most IT platforms were built for a different eraāthen 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-onāit'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.
š„Top AI tools to increase productivity:
Atera brings RMM, helpdesk, patching, and monitoring into a single platform. And AI isn't the add-onāit's the foundation of every workflow.
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.
Creally is the AI platform for creator partnerships. Agents handle discovery, personalized outreach, follow-ups, and negotiations end-to-end
Planable is where posts get created, reviewed, and approved before anything goes live.
Thor.ai captures the blockers, decisions, and commitments that never make it into your tools ā straight from Slack threads and meetings
AirRankPilot helps local businesses get discovered by Google and AI tools like ChatGPT and Perplexity
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
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