I previously promised a reset for every 1M in additional active users for Codex, until 10M.
We blew past that and have been silent since 10M. Little surprise for you tomorrow.
Gooey (liquid) effect
Optimized for UI, 2 different types, works with shadows, build-in image melting effect, playground, zero dep
gooey.jakubantalik.com
npm install liquid-gooey
Vibed out an app today and I haven't looked at the internals at all
Things are going wrong with it, I'm scared and frustrated
Then I remembered /improve-codebase-architecture
What a lovely, warm bath of a skill
Oh my god.
It's hard to express how big a positive impact this tip can have on your life if you talk to Claude a lot.
> Tell Claude to write in ASD-STE100, or Simplified Technical English
As a bonus, tell Claude to follow Zinsser's four principles of quality writing:
1. Simplicity
2. Brevity
3. Clarity
4. Humanity
h/t @DanielLockyer
Design Engineering Tip
Make hover interactions respond to where the cursor actually comes from.
Instead of revealing content with the same animation every time, detect the cursor entry direction and move the image + content accordingly. It makes a simple card feel much more spatial and responsive.
const direction = getDirection(event, ref.current);
const variants = {
top: { y: 20 },
bottom: { y: -20 },
left: { x: 20 },
right: { x: -20 },
};
This free 2-hour course on "Graph Engineering" gets you Anthropic official "Claude Certified Architect" certificate
with it you'll be hired at $250K/year in Anthropic's ecosystem
10% → 22:30 - build your first coordinator agent
30% → 48:18 - agentic loop foundations
45% → 58:14 - teams of agents work while you sleep
70% → 1:14:24 - Loop engineering
100% → 1:41:00 - you are Graph Architect
after this 2-hour section - full freeCodeCamp tutorial (12 hours) - go to Anthropic's website and take the exam - you're ready
even if you never take the exam - this is still the best graph engineering course I've seen
watch it today - then read how to pass this "Claude Certified Architect" exam in the article below ↓
Experimenting with a rare addition to my global CLAUDE.md:
"Always talk in ASD-STE100 Simplified Technical English. Always read CONTEXT.md files, and use their ubiquitous language."
Meeting Finder: scrub a UTC hour across SF, NYC, São Paulo, and London and see who can make the call.
when everyone is free, the overlap cells step one shade brighter and the band flips green. the rest of the day stays quiet.
Andrew Ng just released a free 1-hour course on building agentic knowledge graphs from scratch.
How to turn raw data into structured memory for AI agents:
00:00 - Understand agentic knowledge graphs
03:07 - Build your first agentic graph
14:00 - Architect multi-agent systems
23:00 - Build graphs with Google ADK
1:06:03 - See why graphs are the future of agents
Most people are still building agents with flat context.
Andrew Ng is already teaching the next layer:
Data → Relationships → Memory → Agents → Graphs
Loop engineering is the old workflow.
Graph engineering is the new one.
This 1-hour course is worth more than most paid agent engineering courses.
Bookmark and watch it before everyone catches up.
Then read the full Graph Engineering roadmap below
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“The value of a man should be seen in what he gives and not in what he is able to receive.”―Einstein