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gobiraj.bsky.social
Gobi
@gobiraj.bsky.social
150 followers 230 following 400 posts
Product Manager who questions the obvious | Building lovable products ❤️ | Sharing insights with a dash of humor #ProductManagement
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PMs: Embrace curiosity and ask “dumb” questions without ego.

Avoiding assumptions uncovers valuable insights and leads to better decisions.

#ProductManagement
Seek to understand the “why” behind user and stakeholder requests. Dig deep with questions to clarify the underlying problem before jumping to solutions.

#ProductManagement
Goodhart's Law: "When a measure becomes a target, it ceases to be a good measure."

Both humans and AI are remarkably good at finding the easiest path to reward

#AI
Hill climbing metrics in ML: Imagine your model is a hiker trying to reach the peak.

Each step upward = better performance.

The metric is your altitude gauge, which tells you if you're climbing or sliding.

#AI
Innovation means nothing without delivery

#ProductManagement
Lake shimmering in the morning sun
Turns out LLMs are great at toy databases but struggle when you throw actual messy data at them.

The gap? Understanding actual data values, not just table schemas. We're not quite ready to fire the data team yet 📊

#AI #MachineLearning
BIRD-bench
BIRD-bench
bird-bench.github.io
New PM Superpower: Human + AI Collaboration

1️⃣ Let AI surface patterns, then apply human judgment to interpret them
2️⃣ Have AI generate options, then use creativity to synthesize something better
3️⃣ Use empathy to ask questions AI can't formulate, then use AI to find answers at scale

#AI
The best PMs are described as the most trusted team members, not the most authoritative.

#ProductManagement
When AI can handle analysis, documentation, and execution, the PM's unique value becomes crystal clear: the ability to focus on the right things, envision what doesn't exist, and make wise choices in uncertain situations.

#AI #ProductManagement
Creator skill requirements over time:

YouTube era: Personality + basic editing
iPhone era: Personality + press record
TikTok era: Just personality
AI era: Not even that, AI avatars do it for you

The barrier was always "be comfortable on camera." Now even that's gone.

#AI
The democratization of content creation:

YouTube – Solved distribution
iPhone – Made everyone a potential filmmaker
TikTok – Proved algorithms > followers; editing for everyone
Sora – AI removes the final skill and technical barriers

Every few years, technology removes another gatekeeper.

#AI
Empathy isn't about having feelings; it's about using emotional intelligence to uncover truths that data can't reveal.

AI can tell you what users do.

Only humans can understand why it matters to them.

#AI #ProductManagement
Democratization of intelligence: All tasks where you previously needed either specialized knowledge, years of experience, or the budget to hire a professional.

Now AI can get you 80-90% of the way there instantly.

#AI
Unpopular take: "Agentic AI will replace transaction apps" misses the point.

Humans don't actually want efficiency for everything. We doom-scroll, window shop, endlessly compare flights we'll never book.

The apps that survive won't be the useful ones; they'll be the ones we irrationally enjoy. #AI
OLD: "How to reduce clicks to complete this action?"
NEW: "Should users even see this action happening?"

PM's job isn't just about optimizing user flows anymore.

It's about deciding which experiences should remain human-facing and which should become invisible AI agents

#AI

"Companies with 'poor UI loyalty' (like travel booking) are most vulnerable to AI agent disruption because users don't care about the interface, just the transaction outcome. " - Nikesh Arora

#AI #ProductManagement