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- 🤖 Anthropic launches Claude Opus 4.8
🤖 Anthropic launches Claude Opus 4.8
🦾Plus: 🤯 Anthropic is Now Worth More Than OpenAI

Hey folks! Let’s get into Big Data and AI craziness…
In today's edition: Here's your essential roundup of computational data science, Claude Opus 4.8, and Anthropic overtaking OpenAI in valuation.👇
📊Computational Data Science vs. Data Science
💻AI doubles dev output, but not for everyone
⚡ Dynamic workflows in Claude Code
🤖How agents change product engineering
🧠 Apple’s new AI Siri to take on ChatGPT
💡 AI Tutorial:How to create interactive charts and diagrams in Claude
🤖AI Tools and Data Tools to checkout

Anthropic's Opus 4.8 learns to flag its own errors as the company becomes the most valuable AI lab. Opus 4.8 builds on 4.7 with better coding and reasoning at the same price.It's about four times less likely than 4.7 to let flaws in its own code slip through. It shipped alongside a $65B raise that valued Anthropic at $965B, ahead of OpenAI.
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In the ever-expanding universe of data, the term “Data Science” has become a familiar star, representing the practice of extracting insights and knowledge from data. However, as the scale and complexity of data have grown to astronomical proportions, a more specialized and powerful field has emerged: Computational Data Science.

Cursor released its Developer Habits Report, based on its own product and engineering data, showing dev output has more than doubled, but the gains are concentrated, with a small group of power users pulling far ahead of everyone else. Lines of code added by each dev per week have gone from 3.6K to 8.6K in 18 months, with mega PRs with 1K+ lines changed becoming more common.

Dynamic workflows in Claude Code enable Claude to take on challenging tasks end-to-end. Claude dynamically writes orchestration scripts that run hundreds of parallel subagents, checking the work before returning it to users. The feature is available now in research preview in the Claude Code CLI, Desktop, and the VS Code extension for Max, team, and Enterprise plans.
This tutorial teaches you how to use agents for code reviews and testing while building out an agentic workflow. You will learn how to offload tasks to several background agents at once, shifting your focus away from manual typing and toward guiding product logic and architecture.
Growth Requires Letting Go of the Wrong Work
The work that got you here won’t take you further.
Without support, it’s easy to stay stuck doing everything long after you’ve outgrown it.
Download Operator to Owner: How to Exit the Middle to learn how to refocus your time on the work that actually deserves you.
👨💻 Data Tools, Libraries
docker-pgautoupgrade
A PostgreSQL Docker container that automatically upgrades your database.
Lets-Plot
An open-source plotting library for statistical data.
pg_embedding
Hierarchical Navigable Small World (HNSW) algorithm for vector similarity search in PostgreSQL.
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AI News:

Autonomous platform merges Wiz, Mandiant, CodeMender, and Gemini to span vulnerability discovery through autonomous remediation; launch partners include Accenture, Deloitte, PwC.
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What a plot twist. Anthropic is now the most valuable AI company in Silicon Valley after it closed a $65 billion Series H funding round at a $965 billion valuation. The newest round was let by Altimeter Capital, Dragoneer, Greenoaks, and Sequoia Capital, and almost triples its valuation from February, when it was worth $380 billion.

Apple’s long-overdue AI Siri finally appears to be taking shape, with Bloomberg giving a glimpse of the revamped assistant, rebuilt on Google Gemini, with a dedicated ChatGPT-style app and support for third-party AI agents. Siri will live inside Dynamic Island, with a swipe-down interface to run AI search, chat, or iOS tasks, using on-device data, screen content, and the web.

Amazon greenlights three AI-animated series for Prime Video under a new creators' fund. Amazon MGM and AWS launched the GenAI Creators' Fund, handing select creators money plus access to a custom AI platform. Three animated shows got greenlit, including projects from "Book of Life" director Jorge Gutierrez and BuzzFeed Studios.

As part of a larger effort to position itself as an AI-native workplace platform, Asana has acquired the workflow automation company StackAI. While the company hasn’t shared financial terms of the deal, Stack AI’s founders Tony Rosinol and Bernard Aceituno will join Asana as part of the acquisition.
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AI Tutorial
How to create interactive charts and diagrams in Claude

Go to Claude and sign up
Select ‘Sonnet 4.6‘ as your model and enter your prompt
Sample Prompt: What's a good major for someone who likes these things: sketching, visiting old buildings, and solving 3D puzzles. map out careers with that vibe.
Within seconds it will generate an interactive flowchart for you
Tap any path to explore deeper
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