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Aakash Gupta, Paweł Huryn, and Ben Lang posted new notes

 
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Aakash Gupta, Paweł Huryn, and Ben Lang posted new notes

Here's your free Product Management MBA: (Better than any $165K course.) I've had a secret agenda with my last 90 podcast episodes: build a complete curriculum for product management. So, today, I'm organizing it all for you. 90 professors, 90 classes, 1 PM MBA: 📚 CORE CURRICULUM (Required for All Students) PM 101: Product Management Foundations ↳ Profs Marty Cagan, Dan Olsen & Melissa Perri ↳ Start with @Melissa Perri on the Build Trap: https://www.youtube.com/watch?v=Zn8oryvqsTo PM 201: Advanced Product Strategy ↳ Profs Roger Martin, Ravi Mehta, Jeremy Epling & Ed Biden ↳ Start with Roger Martin's Playing to Win: https://www.youtube.com/watch?v=BD_4nsx5fTg 🚀 GROWTH GROWTH 301: Growth Fundamentals ↳ Profs Brian Balfour, Wes Bush, Andre Nader & Jaryd Hermann ↳ Start with @Wes Bush's PLG Breakdown: https://open.spotify.com/episode/0Lw7lEm2penpGwMlhLrvCp GROWTH 401: Advanced Growth Systems ↳ Profs Hila Qu, Maria Cuasay, Andrew Capland, Mona Gandhi & Anuj Rathi ↳ Start with @Anuj Rathi scaling Swiggy 30K→1M orders/day: https://www.youtube.com/watch?v=uq68g8iROWk 📊 ANALYTICS & DATA DATA 201: Product Analytics ↳ Profs Spenser Skates, Henry Schuck, George Harter & Itamar…
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I spent 12 hours testing 9 LLMs for building AI agents: You might easily save up to 83% on costs. Reasoning models are not the best. Autonomy break fast. A real moat is orchestration. Here's everything you need to know: ‎ The task assigned to agents: Create a new list inside Kanban (1 Trello board available) Search the web to find the recent news about Amazon Add all the search results to the Kanban list ‎ Completing this task required: Preparing a simple plan Using multiple tools in the right order Adjusting the plan if anything goes wrong Operating autonomously (the system prompt gave no clues about the process) ‎ Aggregated results (multiple runs): 🟢 GPT 4.1: A new list created on 2nd attempt 🟢 GPT 4.1-mini: A new list on 2nd attempt 🟡 GPT o3-mini: A new list on 2nd attempt, doesn't create all cards 🟢 Grok 4: A new list on 2nd attempt 🔴 Gemini 2.5 Flash: Fails 90%+ of a time, doesn't try to adjust the plan 🟡 Gemini 2.5 Pro: A new list on 2nd attempt, duplicates lists 🔴 Kimi K2: Fails 90…
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These 27 startups each…
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