// LinkedIn — short essays, weekly
Most of the writing lives here. Three I'd point a first-time reader to:
Is AI going the path of the rabbits on Laysan Island?
"When rabbits were introduced into an environment with no natural predators, they thrived — and multiplied quickly. But they overgrazed the island, destroyed the very ecosystem they relied on. Now imagine: everyone generates content using AI. The next generation of models trains on that content. We risk a feedback loop where bias compounds bias…"
SEO has been bearing all weather conditions — now Google's testing UCP
"Google begins testing UCP (Universal Commerce Protocol) — staying on Google search/AI results to do end-to-end checkouts. Affects users (positively if buying quickly, negatively if researching). Affects merchants (no more experience moats). Affects Google (strengthens their moat further)…"
Were you denied a seat on a flight you booked in advance?
"Airlines overbook seats by a certain number. Some passengers don't show up; if the flight is under-booked the airline loses money, if over-booked angry customers get bumped. How would you have solved it as the product manager? Answer: distribution of cancellations — usually a normal distribution…"
All posts on LinkedIn →
// GitHub — code I made public
Personal side work — calculators I needed and couldn't find good versions of.
→ equity-tax-calc
Equity tax calculator for Indian investors. Built it because the existing ones were either wrong or paywalled.
● Python View repo →
→ calculator_tax_ltcg_stcg
LTCG / STCG calculator. A rules-engine over the (frequently changing) Indian capital-gains tax code.
● Mixed View repo →
github.com/Nikhil-Bhard →