Andrew Ng just released 2-hour course on 100% Graph engineering: 1 prompt → 100 agents → loops → graphs from scratch:
10% → 9:14 - build your first agent from scratch
30% → 33:11 - Loop engineering
55% → 1:02:46 - Graph engineering
75% → 1:30:15 - agents that rewrite themselves
100% → 1:49:05 - full graph system that work without you
most graph tutorials stop at the diagram - this one has you running one in the first 20 minutes
watch this brilliant course, build the graph - then read the full architecture below ↓
Anastasia retweeted
Private MCP servers 🤝 OpenAI products
Your team can keep MCP servers inside your network while ChatGPT, Codex, and the Responses API connect through outbound-only HTTPS.
🔗 developers.openai.com/api/do…
Anastasia retweeted
SkillSpector - a new security scanner for skills by NVIDIA
• Scan AI agent skills before installing them
• 64 security checks across 16 categories
• Fast static analysis +
• Optional LLM semantic evaluation
• Prompt injection detection
• Credential theft detection
• Supply-chain vulnerability scanning
• AST & taint-flow analysis
• MCP security checks
• Optional LLM review layer
• SARIF output for CI/CD
Think "Semgrep + antivirus" for AI agent skills.
github.com/nvidia/skillspect…
Building AI for debugging production systems
OpenSRE
Contributors welcome →
github.com/Tracer-Cloud/open…
Anastasia retweeted
Grok Build is coming. Not autocomplete… a full coding agent.
You describe it. Grok plans, codes, and debugs. Up to 8 agents run in parallel.
Apps, sites, full repos. Built from plain English.
Arena Mode picks the best output. The local CLI keeps your code private.
This isn’t “help me code.” It just builds.
@xAI @grok
Codex now works directly in Chrome on macOS and Windows.
It’s even better at working with apps and sites in Chrome, and now works in parallel across tabs in the background without taking over your browser.
To get started, install the Chrome plugin in the Codex app.
Anastasia retweeted
Replying to @0xditte
I like doing unit tests, but hate end-to-end tests. Maybe playwright + Synpress could help me to like it
But here's the thing - building Web3 components is one thing. Testing them? That's where the fun begins. paragraph.com/@chainhacker/p… #BetSwirl #Dev #MakeYourGame
Creating casino game components: fun ✨
Writing e2e tests for them: ... let's talk 😅
Just shipped CoinToss, Dice, Roulette, Keno for @BetSwirl (Wheel soon, Freebets next)
GitHub Issues still missing the basics: can't mark "Task A blocks Task B". While Jira had this since 2002. Yes, there are workarounds with labels/projects, but native dependency tracking would change everything. What's your hack for managing blockers? 🚧 #GitHub
I noticed that having an assistant has become trendy lately, so I got myself one too. I delegate most of my tasks to them and pay a good salary.
Plane.so - best self-hosted PM solution. Cloud version: their GitHub App wants access to "contents" (your code), unclear how it's used. Self-hosted version: YOUR GitHub App, YOUR servers, YOUR control. Haven't tested if works without contents permission.
Best I found is Linear.app - cloud only, reads just issues, PR data and metadata. That's enough for them to build a project management system. But - support team can access your plans, tasks and docs, like with all cloud apps.


















