Tag: AI

System Design for AI Product Managers:A Complete Breakdown

AI product development is fundamentally different from traditional product development. You’re working with probabilistic systems, not deterministic ones. You need to translate business problems into tasks like classification, ranking, prediction, or generation. And the system design challenges? They’re in a completely different league. Let me break down what you actually need to know. Why AI System Design…
The AI Underground: How Fear of Professional Judgment Drives Innovation into the Shadows

According to Pew Research, two years after ChatGPT’s launch, only 16% of American workers use AI for work, despite 91% being allowed to. While organizations pour resources into AI initiatives and worry about unauthorized usage, they’re missing a more fundamental truth: many employees are choosing not to use AI at all, even when explicitly encouraged…
When AI Malfunctions: Lessons from Psychopathia Machinalis

When most people think about AI risks, they picture dystopian headlines: rogue chatbots, runaway drone swarms, machines outsmarting their creators. These are dramatic stories, full of cinematic flair. But peel back the drama, and you can find a different story emerging. One not of Hollywood-style superintelligence, but of small, patterned missteps. Of hallucinations that slip…
Your Next Big Mistake Might Come From AI That Never Disagrees

In boardrooms across Silicon Valley and beyond, executives are increasingly turning to AI for strategic guidance, market analysis, and decision support. While the tech world obsesses over hallucination, when AI models fabricate information, I believe sycophancy will emerge as the more dangerous threat to business leadership. Here’s the distinction that matters: an AI system that…
AI Hasn’t Transformed Business Yet

AI was supposed to change everything overnight. Instead, two years after ChatGPT’s launch, we’re still waiting for the economic revolution. The reason isn’t that AI isn’t good enough, it’s that we haven’t figured out how to deploy it where it matters most. For AI to create rapid, widespread economic impact, it needs to hit three…
Building Beyond AI

As AI automates more business functions, smart technology leaders are asking a different question: What can’t AI do? While almost all companies invest in AI, just 1% believe they’re at maturity. The real opportunity isn’t perfecting AI implementation, it’s building on what AI fundamentally cannot do. The work tasks that AI is least likely to…
The Vibe Coding Revolution

How AI-Assisted Development Is Reshaping Software Economics In February 2025, AI researcher Andrej Karpathy introduced a term that has since rippled through Silicon Valley boardrooms and development teams worldwide: vibe coding. The concept describes a radical departure from traditional software development, where instead of writing code line by line, developers describe what they want in…
How Real Life Experience Is Reshaping Consumer Innovation

In an industry obsessed with technical prowess and market disruption, the most valuable competitive advantage may be the one we’ve systematically undervalued: deep human understanding. Silicon Valley has long operated on a fundamental assumption: that the best consumer products emerge from pure technical brilliance, market analysis, and the kind of focused intensity that only comes…
Why I Don’t Read AI-Written Summaries (And You Shouldn’t Either)

We live in an age of infinite content and finite attention. Every day brings hundreds of articles, research papers, newsletters, and endless social media updates competing for our cognitive bandwidth. The promise of AI-generated summaries seems almost too good to be true: all the key insights, none of the time investment. Get the gist in…
Why building features isn’t enough

You’ve probably heard “product thinking” thrown around in standups, sprint planning, and performance reviews. But what does it actually mean for us as builders? And why should you care when you’re already shipping quality code? Here’s the reality: The best engineers I’ve worked with don’t just solve technical problems, they solve the right problems. They understand that…