Inside OpenAI: 2026 is the year of agents, AI’s biggest bottleneck, and why compute isn’t the issue
Skills:
AI Product Management90%Agent Foundations90%LLM Engineering80%Tool Use & Function Calling80%PM Basics70%
Alexander Embiricos leads product on Codex, OpenAI’s powerful coding agent, which has grown 20x since August and now serves trillions of tokens weekly. Before joining OpenAI, Alexander spent five years building a pair programming product for engineers. He now works at the frontier of AI-led software development, building what he describes as a software engineering teammate—an AI agent designed to participate across the entire development lifecycle.
*We discuss:*
1. Why Codex has grown 20x since launch and what product decisions unlocked this growth
2. How OpenAI built the Sora Android app in just 18 days using Codex
3. Why the real bottleneck to AGI-level productivity isn’t model capability—it’s human typing speed
4. The vision of AI as a proactive teammate, not just a tool you prompt
5. The bottleneck shifting from building to reviewing AI-generated work
6. Why coding will be a core competency for every AI agent—because writing code is how agents use computers best
*Brought to you by:*
WorkOS—Modern identity platform for B2B SaaS, free up to 1 million MAUs: https://workos.com/lenny
Fin—The #1 AI agent for customer service: https://fin.ai/lenny
Jira Product Discovery—Confidence to build the right thing: https://atlassian.com/lenny
*Transcript:* https://www.lennysnewsletter.com/p/why-humans-are-ais-biggest-bottleneck
*My biggest takeaways (for paid newsletter subscribers):* https://www.lennysnewsletter.com/i/180365355/my-biggest-takeaways-from-this-conversation
*Where to find Alexander Embiricos:*
• X: https://x.com/embirico
• LinkedIn: https://www.linkedin.com/in/embirico
*Where to find Lenny:*
• Newsletter: https://www.lennysnewsletter.com
• X: https://twitter.com/lennysan
• LinkedIn: https://www.linkedin.com/in/lennyrachitsky/
*In this episode, we cover:*
(00:00) Introduction to Alexander Embiricos
(05:13) The speed and ambition at OpenAI
(11:34) Codex: OpenAI’s coding agent
(15:43) Codex’s explosive growth
(24:59) The future of AI and coding agents
(33:11
Watch on YouTube ↗
(saves to browser)
Sign in to unlock AI tutor explanation · ⚡30
Playlist
Uploads from Lenny's Podcast · Lenny's Podcast · 0 of 60
← Previous
Next →
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
How to sell your ideas and rise within your company | Casey Winters, Eventbrite
Lenny's Podcast
How to unlock your product leadership skills | Ken Norton, Ex-Google
Lenny's Podcast
How to create a winning product strategy | Melissa Perri
Lenny's Podcast
How to scrappily hire for, measure, and unlock growth | Crystal Widjaja, Gojek and Kumu
Lenny's Podcast
How to launch and grow your product | Ryan Hoover of Product Hunt and Weekend Fund
Lenny's Podcast
The rituals of great teams | Shishir Mehrotra, Coda, YouTube, Microsoft
Lenny's Podcast
The art of building legendary brands | Arielle Jackson (Google, Square, First Round Capital)
Lenny's Podcast
The nature of product | Marty Cagan, Silicon Valley Product Group
Lenny's Podcast
The art of product management | Shreyas Doshi (Stripe, Twitter, Google, Yahoo)
Lenny's Podcast
From a guy who's been in the game 20+ years, working with companies like eBay, HP, Netscape #shorts
Lenny's Podcast
A pearl of an insight from Steve Jobs' "The Lost Interview" #Shorts
Lenny's Podcast
Google thinks BIG #shorts
Lenny's Podcast
Persuasive communication and managing up | Wes Kao (Maven, altMBA, Section4)
Lenny's Podcast
Shishir Mehrotra is an ex-VP at Google and the CEO of Coda ($1b+ valuation) #shorts
Lenny's Podcast
Would you have expected this from a CEO? #shorts
Lenny's Podcast
Have you seen this "disease" before? #shorts
Lenny's Podcast
Arielle probably helped form some of the product one-liners that you know and love #shorts
Lenny's Podcast
How well do you think this applies across startups, writing, and social situations? #shorts
Lenny's Podcast
How to grow a subscription business | Yuriy Timen (Grammarly, Canva, Airtable)
Lenny's Podcast
“You may not know everything that’s actually happening… but it will blow your mind” #shorts
Lenny's Podcast
A simple way to speed up a LOT of decisions #shorts
Lenny's Podcast
When EVERY brick and mortar store has to sell online overnight, and you do online stores... #shorts
Lenny's Podcast
The role of AI in new product development | Ryan J. Salva (VP of Product at GitHub)
Lenny's Podcast
You've been thinking about it a lot... but should you do it? #shorts
Lenny's Podcast
Overcome imposter syndrome and accelerate your career | Julie Zhuo (Sundial, Facebook)
Lenny's Podcast
Ryan led the incubation/launch of Github's Copilot #shorts
Lenny's Podcast
He's talking about Brian Chesky throughout his response to the pandemic #shorts
Lenny's Podcast
And the technology will only get more powerful from here... #shorts
Lenny's Podcast
Anyone can do these! Julie is also the founder of Sundial #shorts
Lenny's Podcast
Julie's speaking from experience as an author on the topic, Facebook VP and now cofounder of Sundial
Lenny's Podcast
How to build a powerful marketing machine | Emily Kramer (Asana, Carta, MKT1)
Lenny's Podcast
Sanchan was Head of Product @ Instagram from 2014-18 and he's now the VP of Product @ Coinbase
Lenny's Podcast
This is always a bit of a reality check #shorts
Lenny's Podcast
Harvard Business Review has a great article on these & Shreyas went deep on them in the podcast
Lenny's Podcast
Pause it and try yourself! It's harder in practice than you might think
Lenny's Podcast
Do you agree or disagree? #shorts
Lenny's Podcast
Extremely clarifying for marketers and non-marketers alike #shorts
Lenny's Podcast
Shishir is CEO and co-founder of Coda and a former VP of Product at Google #shorts
Lenny's Podcast
When to invest in new acquisition channels | Adam Grenier (Uber, MasterClass)
Lenny's Podcast
So valuable to hear some insight into the actual signs of burnout versus just working hard
Lenny's Podcast
Adam was also a VP of Product and Marketing at LambdaSchool and a VP of Marketing at Masterclass
Lenny's Podcast
Adam said this is a very common challenge across the companies he advises
Lenny's Podcast
Building a meaningful career | Jason Shah (Airbnb, Amazon, Microsoft, Alchemy)
Lenny's Podcast
Jason Shah has led product teams at Amazon, Airbnb, Microsoft, and currently, Alchemy (web3)
Lenny's Podcast
Pause and try for yourself before he explains what he's looking for! #shorts
Lenny's Podcast
Amazon is famous for "working backwards" but what does it actually mean? #shorts
Lenny's Podcast
Why product-led growth is the future | Elena Verna (Amplitude, Miro, Surveymonkey)
Lenny's Podcast
Free trials aren't just about converting YOU to a paying customer... #shorts
Lenny's Podcast
What do you think the right balance is here? #shorts
Lenny's Podcast
We hear about product-led sales all the time, but what does it actually mean? #shorts
Lenny's Podcast
"the only way you will ever have any chance of being product-led" #shorts
Lenny's Podcast
Common... and costly? #shorts
Lenny's Podcast
The tables have been turned! #shorts
Lenny's Podcast
Ken said that interviews are as much you interviewing THEM as the other way around #shorts
Lenny's Podcast
"I still care about people, but it's a redefinition of how that serves me" #shorts
Lenny's Podcast
Only OGs know this one... Adam brought it up when talking about the dangers of relying on 1 channel
Lenny's Podcast
Is product a part of marketing or are they "joined at the hip"? #shorts
Lenny's Podcast
Fire insights #shorts
Lenny's Podcast
Customer-led growth | Georgiana Laudi (Forget The Funnel)
Lenny's Podcast
Using behavioral science to improve your product | Kristen Berman (Irrational Labs)
Lenny's Podcast
More on: AI Product Management
View skill →Related AI Lessons
🎓
Tutor Explanation
DeepCamp AI