Episode Details
EPISODE INFO
- Released
- April 7, 2026
- Duration
- 1h 10m
- Channel
- Aakash Gupta
- Watch on YouTube
- ▶ Open ↗
EPISODE DESCRIPTION
Hannah Stulberg is a PM at DoorDash and former Google APM with 1,500+ hours in Claude Code. She walks through her Team OS live - a shared repo where every function self-serves context without asking the PM. Full Writeup: https://www.news.aakashg.com/p/hannah-stulberg-podcast Transcript: https://www.aakashg.com/hannah-stulberg-podcast/ Team OS Repo: https://github.com/in-the-weeds-hannah-stulberg/team-os-example-repo --- Timestamps: 0:00 - Intro 1:45 - What is a Team OS 3:50 - Live folder walkthrough 6:34 - Context management theory 8:27 - Nested CLAUDE.md files 11:36 - Ads 13:37 - Shared skills and commands 17:24 - Scaling analytics 25:24 - Shared automations 31:10 - Ads 33:32 - Plan mode for docs 49:47 - Parallel agents 59:50 - The learning flywheel 1:04:22 - Which AI tool when 1:09:11 - Outro --- 🏆 Thanks to our sponsors:
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- Kameleoon - Prompt-based experimentation - http://www.kameleoon.com/
- Amplitude - Product analytics leader - https://amplitude.com/session-replay?utm_campaign=session-replay-launch-2025&utm_source=linkedin&utm_medium=organic-social&utm_content=productgrowthpodcast
- Product Faculty - $550 off AI PM Cert with code AAKASH550C7 - https://maven.com/product-faculty/ai-product-management-certification?promoCode=AAKASH550C7
--- Key Takeaways:
1. Build a Team OS, not a personal OS - A shared repo where every function checks in work. Engineers, designers, and analysts self-serve without asking the PM.
1. Root CLAUDE.md is everything - Doc index, team roster with Slack IDs, channel map. Keep under one page or you burn context every session.
1. Nested indexes save 97% of context - Every folder gets a navigation CLAUDE.md. A customer query used only 3% of the context window.
1. Three token tiers - Always-loaded root (~500 tokens), folder indexes on navigation (200-500), content files on demand (1,000-10,000+).
1. Split analytics by product area - Metrics, queries, schemas separated. Progressive loading prevents waste.
1. Gate launches on repo updates - Feature not shipped until metrics, queries, schemas, and playbooks are checked in.
1. Verified playbooks kill hallucinations - Analyst-audited methodology. Claude follows verified steps instead of inventing its own.
1. Plan mode makes 10x docs - Shift+Tab twice. Five phases: load context, ask questions, build plan, push thinking, review agents.
1. Split long docs across parallel agents - Each writes to a temp file. Orchestrating agent compiles. Prevents context overflow.
1. The flywheel compounds daily - Automate one task, free time, improve the repo. After 1,500 hours still iterating every day. --- 👨💻 Where to find Hannah Stulberg: LinkedIn: https://www.linkedin.com/in/hannah-stulberg/ Substack: https://hannahstulberg.substack.com 👨💻 Where to find Aakash: Twitter: https://www.x.com/aakashg0 LinkedIn: https://www.linkedin.com/in/aakashgupta/ PM Newsletter: https://www.news.aakashg.com AI Newsletter: https://www.aibyaakash.com/ #claudecode #teamos --- 🧠 About Product Growth: The world's largest podcast focused solely on product + growth, with over 200K+ listeners. 🔔 Subscribe and turn on notifications to get more videos like this.
SPEAKERS
Hannah Stulberg
guestPM at DoorDash and former Google APM who created the viral “Claude Code for Everything” workflow and writes the Substack “In the Weeds.”
Aakash Gupta
hostHost of the Aakash Gupta podcast/newsletter who interviews product leaders and promotes offerings like bundle.aakashg.com.
EPISODE SUMMARY
In this episode of Aakash Gupta, featuring Hannah Stulberg and Aakash Gupta, How this PM Used Claude Code to Support 20 People explores building a Team OS with Claude Code for PM leverage The episode introduces a “Team OS,” a Git-backed knowledge base designed so coding agents can retrieve the right context on demand without bloating the LLM session.
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