There are 2 career paths in AI right now:
The API Caller: Knows how to use an API. (Low leverage, first to be automated, $150k salary).
The Architect: Knows how to build the API. (High leverage, builds the tools, $500k+ salary).
Bootcamps train you to be an API Caller. This free 17-video Stanford course trains you to be an Architect.
It's CS336: Language Modeling from Scratch.
The syllabus is pure signal, no noise:
➡️ Data Collection & Curation (Lec 13-14)
➡️ Building Transformers & MoE (Lec 3-4)
➡️ Making it fast (Lec 5-8: GPUs, Kernels, Parallelism)
➡️ Making it work (Lec 10: Inference)
➡️ Making it smart (Lec 15-17: Alignment & RL)
Choose your path.
(I will put the playlist in the comments.)
♻️ Repost to save someone $$$ and a lot of confusion.
✔️ You can follow @techNmak, for more insights.
You can rank #1 in ChatGPT in 45 days (not 12 months like Google SEO)
ChatGPT handles 2.5 billion searches daily and will overtake Google by 2027.
I reverse-engineered exactly how to do it (giving away the full playbook at the end).
Here's what changes when you rank #1 in AI search:
- Your brand gets recommended when people ask "What's the best [your category]?"
- You show up in comparison requests against competitors
- ChatGPT, Perplexity, Claude, and Gemini cite YOUR content as the authority
- You capture buyers BEFORE they even visit Google
- Your content gets seen by people who never click traditional search results
The difference between AI search and traditional SEO:
Traditional SEO:
12-18 months, domain authority aging, endless backlink building
AI search:
30-45 days, content freshness, structured data, and expertise
Companies already winning with this playbook:
Deepgram: 24x traffic in 60 days
Webflow: 40% traffic lift in DAYS
Chime: 3x AI citations in under a month
They're not doing traditional SEO anymore.
They cracked AI search while everyone else is still optimizing for Google.
Inside the playbook:
- How to audit your current AI visibility across all platforms
- The 7 ranking factors AI prioritizes (completely different from Google)
- Content formats that get cited 10x more than generic articles
- How to reverse-engineer competitors dominating AI search
- The refresh strategy that keeps you ranked (not just published)
This is the exact system brands like Webflow and Klaviyo are using to dominate AI recommendations.
And you can start implementing it today.
Follow + comment "SEARCH" and I'll DM you the complete playbook.
Today I vibe coded an AR game entirely within my Meta Quest 3, using Gemini 3. The holodeck is real!
Just go to https://t.co/HTxjikXqef in the Meta browser, toggle canvas, and ask (via voice) for a WebXR app. Getting scene geometry took a few tries, but it basically just works.