Built AI agents to retain 2 years of Kellogg MBA course material before I graduate. (Inspired by Andrej Karpathy’s "second brain").
Output: an organized index of over ~2000 files of my class materials into Obsidian.
The architecture relies on one orchestrator and three worker agents: a Fetcher that navigates unique course structures, a Librarian that synthesizes concepts into wikis, and a Search agent that maintains a local index for cross-course queries.
A few notes for myself as a Builder PM in agentic Era -
Breaking down the problem into different agents was not a pure product decision, but also significantly about the context bloat management, agent learning loops and evals.
Progress accelerated dramatically once I built an automated learning loop. The orchestrator ran a worker on one course, checked performance against custom evals defined by me, updated the worker's prompt based on the results, and iterated.
Building on a student budget forced me to optimize token usage. I set up a workflow where Claude Haiku attempted tasks first. If it failed the eval, the orchestrator escalated the task to Sonnet with Haiku’s work context. This saved tokens and sped up processing.
@jacalulu A Kellogg prof recently noted how critical it is for PMs' growth to identify evolving trends in tech and "surf" the wave. Curious to learn how many of your team/problem choices were intentional vs organic?
Really inspiring journey, congrats on the anniversary!
6 years ago I joined a 20-person startup.
I wanted to quit after my first week, but didn't.
Now our company is worth over $1B and has 200+ employees.
Here's what I've learned about succeeding at a startup:
The journey so far has been nothing short of a roller coaster. 🎢
Super excited to partner with @biifund as we move into the next phase of our growth. 🚀
Much gratitude to @BlumeVentures & @ChirataeVC for being strong supporters in our journey. ❤️
Growing trend >> Cos hiring stay-at-home (first time) career seeking homemakers👇
This is a 12MN sized untapped talent pool.. could be a BIG driver for economic mobility of women in Tier 2/3 Indian cities!
Have seen this firsthand at @SquadIQOfficial...
https://t.co/MurSraCRr8
Experience watching TENET 🤣
Starts the movie -> Watch -> Rewind -> oh! -> Watch -> Rewind -> oh! -> Finishes the movie -> ohhh! -> Watches explainer videos -> Ohhhhhhk!
What a mind blowing movie though! Inception now seems like a piece of cake!  😏
Mind-body analogies work so well.
Our mind can take small wounds (stress) quite well when we’re young.
But it can’t heal so quickly from trauma as we grow older.
Physical & mental exercise (meditation) are the investments we make today to live through healthy old age later.
@destraynor@btaylor I feel apple ecosystem has completely nailed the use of Bluetooth. The way airpods pro can seamlessly switch between devices + Pick & Connect, the way airdrop auto-works in background etc. is incredible.
This week I interviewed someone who:
- Built a $1.5B company as COO
- Sold a $1B company to Microsoft
- Invested in 25 🦄🦄🦄🦄
Here’s 10 timeless lessons from one of the greatest tech entrepreneurs of our generation: