Edward Ionel

AI Architect - My thoughts are my own.

[CyrilXBT @cyrilXBT]

Andrew Ng just taught the entire mathematical foundation of machine learning in one lecture.

Free. Stanford University CS229.

4 concepts most developers spend YEARS piecing together:

Locally weighted regression — fit any curve, not just lines.

Maximum likelihood — why squared error actually makes sense statistically.

Logistic regression — the real math behind every binary classifier you have ever used.

Newton's Method — reaches the optimum in quadratic time while gradient descent is still warming up.

This is the lecture that separates engineers who understand the tools from engineers who just use them.
Save it. Watch it tonight.

[Claude @claudeai]

We’ve agreed to a partnership with @SpaceX that will substantially increase our compute capacity.

This, along with our other recent compute deals, means that we’ve been able to increase our usage limits for Claude Code and the Claude API.

[Seb @_sebhgtz]

@Polymarket OpenAI just launched one. Anthropic just launched one. Both built around the same thesis: mid-market companies need hands-on help adopting AI.

We have been doing this since before today.
Good morning.

[Edward Ionel @IonelEdward]

If you aren’t the hardest working person you know, you aren’t working hard enough.

[Claude @claudeai]

Introducing Claude Managed Agents: everything you need to build and deploy agents at scale.

It pairs an agent harness tuned for performance with production infrastructure, so you can go from prototype to launch in days.

Now in public beta on the Claude Platform.

[ℏεsam @Hesamation]

Stanford just published their autumn 2025 AI: Principles and Techniques course on YouTube. It's ~20 hours of lectures that you can watch right now or skip if you find them too boring.

https://t.co/1U51OU7nZT

[Edward Ionel @IonelEdward]

A2A is the focus

[Movez @0xMovez]

This 1 hour lecture on "Probability Theory" from MIT will teach you more about prediction markets than 2 month internship at at a Wall Street Quant firm.

Bookmark this & give it 1 hour today, no matter what. It’s the most productive start you can give your week. Then read post below.

[Edward Ionel @IonelEdward]

How Smart Organizations Will Use AI

https://t.co/EwLF53UWtp

[Roan @RohOnChain]

This 2 hour Stanford lecture on AI careers will teach you more about winning in the AI race than every piece of AI content you have scrolled past this year.

Bookmark this & give it 2 hours, no matter what. It'll be the most productive thing you could do this weekend.

[Edward Ionel @IonelEdward]

85% of all GTM can be automated.

[Edward Ionel @IonelEdward]

Laughing at this whole "build everything yourself" era

[David Flanagan @rawkode]

So many of you have reached out and offered to help, either with hardware, money, or jobs; and for that I am truly appreciative of you all.

The Rawkode Academy is my life's work, I'm not ready to give up on it yet. Just like these books!

Want to help?

[Edward Ionel @IonelEdward]

@hessencamba @united I was on this flight, everything mentioned above is what was told to us. One thing I’ll add is that water was seeping into the cabin from the floor… As of now, this plane is not in use until further notice…

[Edward Ionel @IonelEdward]

I was on this flight 😅…

[Julian Ap Ri @hessencamba]

#Flight #UA59 #FRA-#SFO 29.03.2024 diverted back to #Frankfurt and #firefighters, #ambulance, #police and #airportsecurity expected the #B777 at runway 25L.

No visible irregularities from my view.

#UnitedAirlines

[Edward Ionel @IonelEdward]

@rhtkpr 👀

[Edward Ionel @IonelEdward]

@rhtkpr Looking fat and skinny at the same time df

[124.eth @rhtkpr]

it’s saturday

[Lens - The Kubernetes Platform @k8slens]

Get Started with Lens 2024 Early Access - End confusion and Master Kubernetes

Spending more time wrestling with Kubernetes and kubectl than innovating?

[Mirantis @MirantisIT]

🇫🇷 KubeCon + CloudNativeCon Europe 2024 is around the corner! If you are a DevOps engineer, come by our booth to see a live demo on how to troubleshoot your pods fast.