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- 🤖 The Emerging Science of Machine Learning Benchmarks
🤖 The Emerging Science of Machine Learning Benchmarks
🦾Plus: ✨ Google redesigns 'vibe design' with Stitch

Hey folks! Let’s get into Big Data and AI craziness…
In today's edition: What's Shaping the Future of Data?
🗺️The Data Engineer’s Roadmap
⚙️How OpenAI Codex Works
🌦️Atmospheric Simulation in R
📋Data Organization in Spreadsheets
♻️ MiniMax's new M2.7 helped build itself
🤖Anthropic launches Cowork Dispatch to rival OpenClaw
💡 AI Tutorial: How to use Grok to summarize any video on X
🤖AI Tools and Data Tools to checkout

Why benchmarks advanced machine learning, the crisis they now face, and the science we need to sustain progress…From its roots, machine learning embraces the anything goes principle of scientific discovery. Machine learning benchmarks become the iron rule to tame the anything goes. But after decades of service, a crisis grips the benchmarking enterprise.
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A framework to evaluate and implement AI tools efficiently
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Data engineering is fascinating, if not fulfilling career. You are at the helm of every business operation that requires data, and as long as users generate data, businesses will always need data engineers. In other words, job security is guaranteed.

OpenAI Codex is a coding agent that can write features, fix bugs, answer questions about codebases, and propose pull requests. Each task runs in its own isolated cloud sandbox, and users can assign multiple tasks in parallel while monitoring progress in real time. The system has three layers: the agent loop, prompt and context management, and the multisurface architecture that lets one agent serve many different interfaces.

One of the hardest details to get right in 3D data visualization is lighting: since 2D screens don’t offer the benefit of stereoscopic vision, we have to rely on subtle cues like occlusion, relative motion (if animated), and shading to be able to interpret the space as 3D…

Spreadsheets are widely used software tools for data entry, storage, analysis, and visualization. Focusing on the data entry and storage aspects, this article offers practical recommendations for organizing spreadsheet data to reduce errors and ease later analyses…
Choose the path that matches your goals—prototype fast as a developer, or scale with enterprise support.
👨💻 Data Tools, Libraries
Minimum Viable Secure Product
A minimum security baseline for enterprise-ready products and services
GodMode
AI Chat Browser: Fast, Full webapp access to ChatGPT / Claude / Bard / Bing / Llama2!
VisionScript
A high-level programming language for using computer vision.
stable-diffusion.cpp
Stable Diffusion in pure C/C++
AI News:

Google relaunched Stitch with an AI-native canvas, voice mode, prototyping, and a design agent that understands full project context. The update also adds design system support and DESIGN markdown files. Stitch now runs on an infinite canvas where users feed in images, code, or briefs, plus an agent manager that juggles multiple design directions at once.
Attio is the AI CRM for modern teams.
Connect your email and calendar and Attio instantly builds your CRM. Every contact, every company, every conversation — organized in one place. Then ask it anything. No more digging, no more data entry. Just answers.

Last month, Amazon and OpenAI signed several agreements, including one that makes Amazon Web Services the exclusive third-party cloud provider for OpenAI’s AI agent enterprise platform Frontier. Problem is, this might violate OpenAI’s $50 billion partnership with Microsoft, which requires the startup’s models to be accessed through Microsoft’s Azure cloud platform. So, do you think Microsoft has a case?

MiniMax launched M2.7, what the company calls its “first model which deeply participated in its own evolution" — writing its own training code, running autonomous improvement loops, and matching the scores of top Western models. Early M2.7 versions were put to work on their own training, including writing improvement routines and tuning how the model learns from feedback.

Anthropic is testing a feature called Dispatch inside Claude Cowork, and it changes how you interact with its model. Instead of staying in a back-and-forth chat loop, you can assign tasks and let Claude continue working in the background. It maintains memory across tasks, can interact with files, browse, and use tools on your computer through a paired phone. Dispatch is currently rolling out as a research preview for Max users, with broader access planned later.

Midjourney shipped V8 with ~5× faster generation, native 2K resolution, better text rendering, and stronger prompt following. It also adds a new HD mode and upgraded personalization and moodboard support.
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AI Tutorial
How to use Grok to summarize any video on X
One of Grok's most overlooked features is its ability to analyze videos on X. You can turn long videos into digestible summaries in seconds.
Note: The video analysis and summarization capability is currently only available to X Premium and Premium+ subscribers.
Open Grok in the X app.
Paste the video link and add a prompt such as "Give a full summary of this interview" or simply "Summarize this video."

🔥Top AI tools to increase productivity:
Marblism generates a fully-functional web application from a single prompt
Clipwing A tool for cutting long videos into dozens of short clips
Overlap: Clips, reformats, and posts long-form videos.
CrePal: Turns your ideas into stunning videos.
Mastersheets: Unifies data with role-based spreadsheet workflows.
SmartTalk: Automates WhatsApp customer responses 24/7.
Voice Isolator: Removes background noise and isolates vocals.
FlowPost: Schedules branded posts across multiple platforms.
FreeBeat: Turns music and ideas into viral videos,
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
👀 Orbiting new Satrun

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