What is the supply chain behind an AI company? (part 1)
Get the full map of the AI stack. I analyze the six essential layers of the AI supply chain, including Hardware, Data Governance, Human-in-the-Loop, and the crucial regulatory component.
Math puzzle challenge AI models
I tested 6 top AI models (ChatGPT, Gemini, Copilot, etc.) with a classic "three 3s" math puzzle. The results highlight a major problem: AI models lack elegance and overcomplicate simple solutions.
What Is Your Expected Salary?
The "expected salary" field is one of the most stressful hurdles for modern job seekers. Answering it incorrectly can derail your application before a hiring manager even sees your résumé. Discover the strategic dilemmas and research insights you need to navigate this high-stakes question successfully.
When will AI run out of internet? Is that the end of pre-training?
By 2027-2029 frontier AI labs will exhaust all high-quality public data. Here's what's next.
What are the essential AI skills for the product manager?
After 18 months of deep-diving into AI, I stopped trying to learn “everything” and instead asked: which daily PM tasks are most automatable? Here are the core skills where AI gives you superpowers today.
If AI Agent is assisting in a Product Manager’s Day, can it replace you?
AI agents are automating research, metrics, backlog grooming, and comms. But can they actually replace Product Managers? My take after learning about them daily…
When is the best time to apply?
I'm treating my job search like an A/B test. Discover my personal Go-to-Market strategy for job applications, covering optimal timing, ATS preparation, and global considerations.
