
AI Promised 4X Faster. Studies Show 20% Slower. Here's the Fix.
Why vibe coding stalls at production, and how spec-based development changes that
Learn AI PM With Mahesh
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Why vibe coding stalls at production, and how spec-based development changes that

Five concepts that now define how AI products are built, deployed, and differentiated

Patterns from Cohort 9's Pitch Day - what separated the products that worked from the ones that didn't.

What I've learned from 100+ AI product management interviews

RAG was 2024. Multi-agent was 2025. Here's what separates candidates who land AI PM roles in 2026.

How to build a system where your data collects itself, your report writes itself, and you show up to make decisions.

30 minutes. No slides. A panel of three skeptical interviewers. Here is the mental model that actually wins the room.

Inside a Live AI PM Interview: The 3 Signals Hiring Managers Look For and Why Most Candidates End Up as "Wait and See"

I got scored live, without warning - against a real hiring manager rubric. Here's the match, the gaps, and what the scorecard actually looked like.

57% of people who finish this course hit their AI goal in under 6 months. Here's exactly what they did differently, and what it means for everyone still waiting.