🚨 Karpathy was right. He warned that 90% of AI advice dies in 6 months.
Spoiler: most tools won't even survive 90 days.
What actually compounds?
> Context engineering
> Tool design
> Orchestrator-subagent patterns
> Eval discipline
> MCP as the protocol layer
> The harness mindset (harness > model)
Your plan if you have less than 2 hours today:
Watch this 40-minute video from the master.
Then get hands-on with this brilliant guide by @0xMortyx on how to build your first AI Agent in Claude in 30 minutes 👀 ↓
We have improved the SQL editor experience for the local version of Supabase.
The SQL snippets will now be stored inside the supabase/snippets directory, which you can commit to git and share across teams, or add them to .gitignore, your choice.
Meet Microsoft Scout.
An always-on agent that keeps work moving, taking action without needing to be prompted each time.
As Microsoft’s first Autopilot agent, Microsoft Scout works across Teams, Outlook, OneDrive, and more—taking action within the controls your organization sets.
Learn more: https://t.co/n8xTWVZA5P
Dart must easily be the most versatile computer language out there. 🎯
* Runs as a scripting language (like Python)
* Compiles to kernel code (like Java’s bytecode)
* Compiles to native code (like Swift)
* Compiles to JavaScript (like TypeScript)
* Compiles to WASM (unlike TypeScript)
* Has sound null safety (like Rust)
* Stateful hot reload (like no one else - Erlang maybe?)
* Runs on virtually any platform (like C/C++)
In addition:
* Has great developer tooling
* Interops easily with other languages
* Has an outstanding UI framework (Flutter)
* Nicely mixes with native UI components
* Is really easy to learn and work with
Today, I learned that the full compiler, analyzer, and tooling can even run on a web page. Mind blown. 🤯 What else did I miss?
Pretty happy with how these keynote animations turned out!
You can get an unlimited number of projects on your machine locally 😁 Master the local development flow here:
https://t.co/YDeZqOy4Af
New on the Engineering Blog: The access and permissions we grant agents should evolve with their capabilities. In our own products, we set these parameters through sandboxing, which limits the scope of any potentially destructive actions.
Read more: https://t.co/KfBKW8O9kP
Curious how to build Generative UI? 🦋 Hatcha is a cross-platform party planning demo built with Flutter, ADK, and A2UI by our friends at @gskinner_team!
Check out the source code: https://t.co/swYk4jinzc
We’ve shipped a security-guidance plugin for Claude Code that helps identify and fix vulnerabilities as you’re writing code.
Available for all Claude Code users. Install from the plugin marketplace (/plugins).
Using the proper Supabase local development flow is the best way to provide the most accurate context of your Supabase project!
Learn how to get started with Supabase locally in this video:
🧠 Why GitHub Copilot misses context and how to fix it
How to give Copilot the context your team actually works with using rules, prompt files, skills, and custom agents.
🔗 Register: https://t.co/xam5rzTybJ
This video is everything I needed when I started to learn Flutter.
How to write really good Flutter code https://t.co/h7kWkChKyN
Thank you Mariam, Eric and John ! Very good content ! 🙌