AI Systems DevOps

Thinking and Building Systems

[Rahul @sairahul1]

Jensen Huang, CEO of Nvidia:

"Every engineer is going to have and manage hundreds of agents."

The most valuable engineering skill of 2026 is not taught in any university.

No CS program teaches harness engineering.
No bootcamp teaches agent memory architecture.
No degree prepares you to build systems that survive production.

One builder mapped the entire thing out — free, step by step, no degree required.

This is the roadmap ↓

Bookmark this for the weekend.

[AI Systems DevOps @solutions]

Not long there may be sites that someone can create and sell a merchants products on from these AI platforms.

[Min Choi @minchoi]

This is wild.

OpenAI just dropped Codex Sites.

Now anyone can give it a plan, dashboard, launch doc or idea, and turn it into an interactive app with a URL.

5 wild examples:

[AI Systems DevOps @solutions]

@steipete 👌🏽

[AI Systems DevOps @solutions]

@steipete @Cloudflare Fiya

[AI Systems DevOps @solutions]

@evisdrenova Same 😆

[AI Systems DevOps @solutions]

@miramurati Yes 🙌🏼

[Evis Drenova @evisdrenova]

This is how you startup.

>be alex rattray, eng at stripe
>work on stripe's api and sdk
>openai recruits away stripe engineers
>your friends work there now
>obvious they need an sdk
>leave stripe to start sdk company
>tell friends to use your sdk, they do
>go to anthropic, your main competitor uses us
>anthropic uses them
>go to every other company: openai & anthropic use us
>every other company uses them
>do a bunch of custom work for anthropic and openai
>anthropic realizes they can break every customer facing sdk contract for openai by acquiring stainless for like .00001% of their marketcap
>anthropic acquires stainless

it ain't easy but it's honest work

[vittorio @IterIntellectus]

they just killed like 200 startups

[AI Systems DevOps @solutions]

@Olares_OS @NVIDIA_AI_PC This is huge!

[AI Systems DevOps @solutions]

@nummanali Nice!

[AI Systems DevOps @solutions]

@steipete Who said you were ever human 😉

[Michael Luo @luocompute]

We at @Olares_OS support your rights to repair

[AI Systems DevOps @solutions]

@miramurati Friend 🤝

[AI Systems DevOps @solutions]

@davemorin 👏🏼

[AI Systems DevOps @solutions]

@evisdrenova Just signed up for both API and Code

[Neyazuddin Ansari @riyazz_ai]

🚨 Sam Altman literally gave a 43-minute masterclass on turning ideas into billion-dollar companies.

Most people will never watch it.

And instead of hype, he broke down what actually makes startups work.

No fluff. Just reality.

He explained that ideas don’t matter nearly as much as execution. The difference between something small and something massive isn’t the idea it’s how relentlessly it’s built and improved over time.

He also emphasized that the best founders don’t chase everything. They focus on one thing that truly matters and push it forward with extreme clarity. Distraction kills more startups than competition ever will.

And then there’s scale. Truly big companies aren’t built for a niche they solve problems that millions of people care about. If the market isn’t large enough, the outcome won’t be either.

His biggest insight? Startups don’t win because they’re smarter they win because they stay in the game longer and iterate faster.

That’s why this masterclass stands out.

Because while most people are waiting for the perfect idea…

The best ones are already building.

[Allen Braden @allen_explains]

🚨 A junior at Jane Street reportedly landed a $220K–$600K role because he used AI to analyze trillions of data points faster than most teams ever could.

In this 1-hour lecture, he breaks down the exact system behind it:

• how he researches massive datasets
• how AI finds patterns humans miss
• how his machine turns raw data into decisions
• how you can apply the same thinking yourself

Skip Netflix tonight.

Watch this instead.

One hour could completely change how you think about research, AI, and opportunity.

[AI Systems DevOps @solutions]

@Olares_OS Great share 👊🏼

[Olares @Olares_OS]

This Workers' Day, work for yourself, not the clouds.

[AI Systems DevOps @solutions]

@steipete Nice