I'm a product manager, and a hobbyist design engineer.

I like creating things—essays, websites, scripts, apps and startups. Anything which is positive sum, and impactful.

Writing is thinking. It's something I deeply enjoy. 10 years from now, or a 100, It might probably outlive me. This is an attempt at that posterity. I write about what I'm building, what I'm learning, and the ideas I'm exploring.

Born in India. Currently living in London. Found a home on the internet. This is my digital garden 🌳

Work

Product Manager | Springer Nature Group

September 2024 - Present

Leading a team dedicated to realizing a future where all researchers receive funding to publish their work open access. Building products, platforms and services towards open science, open data and open everything.

Lead Product Manager | Noora Health

September 2024 - November 2021 (3 years)

How might patients from rural areas access health education and support? Led the concept-to-launch of four digital health products for patients and nurses in Indonesia and Bangladesh to answer this question.

Head of Product, Co-Founder | UVfy

September 2021 - March 2020 (1 year 7 months)

Co-founded a healthcare startup focused on preventing hospital-acquired infections in hospitals. We built an IoT device that auto-sterilised high traffic areas using traditional ML/CV models.

Program Director | BuildSchool

August 2020 - March 2022 (1 year 8 months)

Designed a cohort based course to help employees become entrepreneurs. Led the concept-to-launch of various programs such as Buildcamps, Build Cohorts and Build with AI.

Head of Product, Director | Lead by Design

August 2018 - March 2020 (1 year 8 months)

As an offshoot from the rural fellowship, I led an educational non-profit to scale the 'invent for social good' curriculum for rural students. Designed curriculums, secured partnerships.

Rural Development Fellow | SBI Youth for India

August 2017 - September 2018 (1 year 2 months)

Lived in a tribal village and established children-led makerspaces, set up libraries, and launched various programs for students from underserved communities.

Recently published

Essays

  • ai-coding
    New mediums for humans to complement superintelligence 4 minutes read — 19 Mar 2025

    If superintelligence has already been commoditized and neatly packaged into the workforce, what would our renewed "mediums of message" look like? To understand the shape + form of medium 2.0, we might need a quick detour through the history of mediums and 'what has been.' We've experienced revolutions and centuries of evolution in how we communicate — In ancient times, communication was primarily...

  • memory
    Virtuoso Guide for Personal Memory Systems 12 minutes read — 17 Jan 2025

    Forgetting concepts is good for your memory. Forgetting them for a certain duration, and thinking about them again, actually makes the memory more concrete. This could be best illustrated by the repetition curve graph below: Our memory is prone to logarithmic decays as time passes by. But as we keep recalling the ideas/concepts at certain intervals, you can see here from the graph that the slope...

  • blogging
    Publish Originally, Syndicate Elsewhere 9 minutes read — 16 Jan 2025

    Writing for yourself on your personal website is the purest form of self-expression on the internet. It avoids any trappings from the algorithmic maze. And there are no digital echo chambers. It's just you and your ideas in your own cozy little garden. We're witnessing the renaissance of personal websites. As social platforms become increasingly unstable, more creators are rediscovering the power...

  • writing
    Writing is thinking 8 minutes read — 02 Jan 2025

    My blog has had a median of ~2 visitors per day for almost two years (nowadays, it's only a marginal improvement). And I don't care. Writing is thinking. And this blog has served as a public notepad well enough. As Alexey Guzey points out — perhaps the best indicator of your online writing having benefits is when you are not too embarassed to tell people. "Oh, BTW, I wrote about this/collected...

  • creativity
    Song of Shapes, Words and Paths 12 minutes read — 01 Jan 2025

    Three different kinds of humans exist in this planet. Shape rotators, wordcels and journey-shifters. You are usually a mix of one, two or all of these traits. If you’ve been following nerdish and science fiction oriented Twitter and blogs, you might already be familiar with 'shape rotator' and 'wordcels', often in snarky or oblique contexts. In Roon's famous essay — A Song of Shapes and Words, he...

  • knowledge
    How do we absorb ideas better? 5 minutes read — 01 Jan 2025

    The top 1% smart thinkers I've observed have all been very clear thinkers. They could elucidate complex thoughts as they understanding the basics, at a very fundamental level. Sure, you could memorize all kinds of complicated concepts and stitch them together, but you will only get so far. And I feel that cleaner thinking is an outcome of deeper reflection — both reflection in action, and...

  • writing
    Read writers who operate 6 minutes read — 29 Dec 2024

    We have more books on birds written by ornithologists than books on birds written by birds, and books on ornithologists written by birds. Taleb eloquently describes this as the key problem of knowledge, or in other words as epistemic arrogance. Strong corollary can be drawn with various disciplines, including entrepreneurship. Entrepreneurs simply spend more time doing entrepreneurship rather...

  • ideas
    Brew your ideas lazily 6 minutes read — 28 Dec 2024

    Leonardo da Vinci's masterpiece, the Mona Lisa achieved through the painstaking application of countless gossamer-thin layers of oil paint over the course of many years, many months. The sfumato technique which Da Vinci popularised, involved applying more than 40 layers of paint, each only 10 to 50 micrometers thick, using fingers to blend the colors and create the depth of illusion. The creation...

  • knowledge
    Compound Interest of Private Notes 5 minutes read — 11 Dec 2024

    Strongly recommend everyone to keep private notes about people. These could even be some random jotted keywords: "served in the navy", "capuccino lover", "biker", "loves going on long walks", and so on. When private notes accumulate over time in the form of a database, they start showing emergent properties. As Derek Sivers rightly points out in his essay: having your own database is one of the...

  • software
    Conceptual Compression for LLMs 4 minutes read — 07 Dec 2024

    Imagine you're building a house. You could break down the act of building into various steps: first comes the foundation, then the framing, then the roofing, and the plumbing, and the wiring, and so on. Or you could try to do it all at once, ordering a jumble of materials and hoping they somehow come together into a structure. When I instructed Claude/Cursor to build an app, I did something...

  • knowledge
    Beauty of Zettels 4 minutes read — 06 Dec 2024

    I've tried various tools and systems for online writing, but nothing beats the power of Zettels. What are they, really? You may ask. They come from the Zettelkasten method, developed by Niklas Luhmann, a German sociologist who was incredibly prolific. He wrote around 70 books and 400 peer-reviewed articles in 30 years. That's a lot of writing. How did he do it? He credits his Zettelkasten....

  • knowledge
    Exploring "smart connections" for note taking 4 minutes read — 02 Dec 2024

    Not starting with a blank slate has been a great productivity boost in my writing. I wrote 50K words in 2024. And I can safely say that these 50K words have been written in a well thought manner, instead of an AI generated word salad. All this, because I've been exploring this neat little plugin called as Smart Connections on Obsidian. It is a tool, and I wouldn't be naive enough to say that...

  • software
    Deploying Home Cooked Apps with Rails 8 minutes read — 24 Nov 2024

    As a Rails enthusiast, I've always wanted a better deployment solution to house my hobby projects. It was not that there was no good solution available: We have AWS, Heroku, Hatchbox, Fly, Render.io and various other such PaaS alternatives. AWS has been too complex personally to build side projects. That, and the +500% markup. All these PaaS providers were ultimately wrappers sitting on top of...

  • design
    Brand treatments, Design Systems, Vibes 4 minutes read — 20 Sept 2024

    The usual approach to building a design system often involves compiling a list of font families, typography guidelines, color palettes, patterns, and similar visual elements. Take Gumroad, for example, one of the best open-source design systems out there. It seemingly covers everything a company might need—color schemes, icons, font selections, even sticker packs, and more. When examining...

  • writing
    How to spot human writing on the internet? 7 minutes read — 20 Aug 2024

    In the classic Turing Test, a computer is considered intelligent if it can convince a human that it’s another human in a conversation. At that time, human-generated content dominated the internet. But that was a decade ago. Today, the landscape has shifted dramatically. AI-generated content now rivals, and in some cases outpaces, human-created material. According to the 'expanding dark forest'...

  • knowledge
    Can a thought be an algorithm? 11 minutes read — 17 Aug 2024

    When you actively hold a question in your mind, you start seeing potential answers and questions related to it pop up in your radar. The question and the answer co-evolve in a gracious dance enriching our understanding of the world and space around us. Questions act as your personal radar. > The textbook definition of a question is a sentence used to seek information. But it feels borderline...

  • careers
    Opportunity Harvesting 26 minutes read — 14 Aug 2024

    Intended Audience — For those who are in a transitory phase in their careers, looking for their next big leap of faith. This is a guide to harvest opportunies in a systematic fashion In the past seven months since I'd shifted to London, I've been on the lookout for harvesting opportunities around me. I deliberately avoid using the term 'job hunt' here, as I sought to broaden my scope beyond...

  • design
    How does AI affect UI? 7 minutes read — 12 Aug 2024

    Intended Audience — For conversational UI designers in healthcare industry curious about various UI affordances/design patterns in vogue right now Our online conversations have been increasingly life-like, but yet life-less at the same time. The UI of apps have become more conversational and chat-like in nature. Not just apps, even websites have their own chat-like interfaces on the side. And all...

  • product-management
    Everything is a prioritisation problem 3 minutes read — 29 Jul 2024

    When it comes to building a product, everything is a prioritisation problem. > We might be building things right, but are we building the right thing? The journey of prioritisation begins way before the actual process of prioritisation starts. I would start by asking these key questions to the product leadership team—What does the future state look like? — Vision. What are we trying to achieve? —...

  • software
    The Modern Startup Stack 7 minutes read — 23 Jun 2024

    Choosing a web framework is like choosing your first pokémon. I didn't want to succumb to the 'new hotness' problem with the myriad of JS frameworks to choose from (Angular, Vue, React, Solid). I wanted something that i can choose and stick to for atleast a decade. So I resorted to a Rails monolith for building apps (but with a slight twist) To start with, I chose Ruby on Rails. It's a...

Prototypes

11 posts

Rough notes

53 posts | Read notes →
  • writing
    How I blog with Obsidian, Cloudflare, AstroJS, Github 3 minutes read — 25 Apr 2025

    I’ve been refining my writing and publishing workflow to the point where it feels effortless. It combines Obsidian for writing, AstroJS for building the site, and Cloudflare Pages for deployment. Everything now lives locally, in plain text, structured neatly for both creative flow and technical control. And this is partly inspired by Kepano's adherence to the local, plain-text format: > File over...

  • mathematics
    We have been scammed by the Gaussian distribution club 4 minutes read — 08 Apr 2025

    Taleb insists that we've been scammed by the Gaussian distribution club. The gaussian distribution has become so ubiquitous in our daily jargons, oru day-to-day decisions even. >"We have been duped by the bell curve. Mandelbrot was the first to rigorously prove that markets are not Gaussian." – Taleb As most real-world phenomena: especially complex, human-involved systems are not well-behaved in...

  • mathematics
    I was wrong about optimal stopping 2 minutes read — 07 Apr 2025

    If you were tasked with a need to find the tallest mountain, and went searching in a far away land surrounded by a series of mountains, how would you finalise the tallest mountain, especially when you could still go farther, and find even more taller mountains (only if you explore even more). There are various ways to term this, some call it the travelling salesman problem, or the "secretary...

  • critical-rationalism
    Thinking like a ship 4 minutes read — 05 Apr 2025

    It took me a long time to realize that arguments we argue about — aren’t always about facts. They are about values. Reading Jonathan Haidt's The Righteous Mind made this clearer that: be it liberals or conservatives, or activists or traditionalists — they’re all wired with different moral priorities—care, fairness, loyalty, authority, sanctity. They feel different things are sacred. What seems...

  • llm
    It's computational everything 4 minutes read — 21 Feb 2025

    I was listening to a talk by Debbie Mcmahon from Financial Times recently at Productcon recently and I was surprised by the fact that even in journalism we're seeing tailwind trends more and more computational skills required — genAI is now used to spot stories, and to spin up newsworthy headlines and narratives around these stories. They are now, 'computational journalists'...who are equipped...

  • epistemology
    How do you know what you believe is true? 4 minutes read — 21 Feb 2025

    My attempt towards discovering epistemology, as a philosophy discipline initially started with a benign question — How do I know with certainty what I believe is true? In this attempt, I had to meander around various schools of thought that discussed this topic in depth — from dogmatism, skepticism, empiricism, relativism and finally, critical rationalism. I wanted to know the truth about truth,...

  • product-management
    ProductCon 2025 washup 6 minutes read — 19 Feb 2025

    Here are some notes from attending ProductCon 2025, "the bleeding edge of product management" as described by the panelists and experts. There were some interesting ideas, and here are some raw bullet points, in no particular order: - We're in the AI goldrush era, and the best way to look at this might be too go broad, instead of going narrow. This goes against the grain, and is counterintuitive...

  • digital-garden
    Public gardens, secret routes 3 minutes read — 19 Feb 2025

    When you land on a site, you are treated with various hyperlinks. Based on the UX choices you make, you might end up preferring one over the other. You might get the job done, and head back to your earlier Chrome tab. Nothing out of the ordinary. It's an internet search as usual. But what about those pages which have no visible links on the site you just searched. It’s hidden in plain sight, but...

  • ai-coding
    Git way of learning to code 4 minutes read — 14 Feb 2025

    My last year's resolution was to learn how to build on Rails. I taught myself the basics by following some courses, but nothing really stuck with me. I wasn’t building apps; I was getting into a tutorial rut. I needed a better way to learn, akin to being pushed into the river with a swimming instructor. So, I discovered the Founder/Hacker course, which provided more tactical insights into the...

  • ai-coding
    Understanding codebases without using code 2 minutes read — 14 Feb 2025

    Analysing codebase and understanding the patterns followed at a top level has become surprisingly easier nowadays with the help of tools such as Gemini (for larger context windows), Gitingest (to convert codebases to simpler markdown), and Mermaid.js (for visualising mermaid diagrams). This is how I would approach understanding a fresh new codebase in order to take a cursory look: Use Gitingest...

  • ai-coding
    Vibe coding with Cursor 2 minutes read — 13 Feb 2025

    I used to run my blog on Ghost CMS hosted on a Digital Ocean droplet for $20/mo. Now I do all that for $0/mo using AstroJS, Cloudflare pages hosting. I didn't make any major tradeoffs, I just ditched the old way of relying on third party services to serve my software needs. And I fancied the idea of building my own site from scratch by just vibe-coding all the way — By just talking out loud to...

  • writing
    Writing in Future Past 4 minutes read — 17 Jan 2025

    We lack frequent usage of the future past tense in modern discourse. When I was recently drafting my new year resolutions, I noticed the use of 'I can', and 'I will', and found myself questioning the format, especially when I see that I'm good at making promises, but end up being miserable at keeping them. I also observed that when I write "I achieved..." instead of "I will achieve..", I can...

  • design
    Poetic License of Design 3 minutes read — 12 Jan 2025

    Let's say you have to make slides for tomorrow's big meeting. Your boss wants five strategy points on one slide. You know that's too much to be put on one slide, but it's being insisted. "This gives a complete picture of our strategy". "We can't split it up." You think there is another way. You spread these points across five clean slides, one point per slide, and you still receive a pushback....

  • software
    Idea in the shower, testing before breakfast 6 minutes read — 12 Jan 2025

    Imagine having an idea in the shower and testing it before breakfast? It's highly plausible now as AI lets you prototype at the speed of thought. Currently, I use Claude Projects and Cursor to build what I call disposable apps - quick prototypes that prove a point (read more in this essay about vibe coding). The magic? No sunk costs. I can write 5,000 lines of code in ten minutes, test it, and...

  • technology
    Frightening Tech versus Big Daddy Regulators 6 minutes read — 12 Jan 2025

    Let's take a clear pond flourishing with various aquatic plants — water lilies, duckweeds, water milfoils, you name it. The variety of these plants provide a delicate balance, feeding the pond with nutrients, and this very natural filtration system. The algae still tries to outcompete the aquatic plants, but these plants still have an edge (at least for now). The microbial balance ensures the...

  • indie-softwares
    How I ship "stuff" 2 minutes read — 11 Jan 2025

    As a disclaimer, I would like to mention that I have a very shabby process of getting things done. There could be a golden standard out there worth emulating; but nevertheless, this (rather easy) system works for me, and I continue to follow this— 1. Most of the work in completing the to-dos lies in preparing my own mindset. I have a standard 9-to-5 job, and this works the best for me to plan...

  • writing
    Trees, Branches, Twigs and Leaves — Mental Models for Writing 3 minutes read — 21 Dec 2024

    What differentiates a good essay and a great essay? — With a great essay, you can see the larger tree that connects all those branches, leaves, and twigs together into a single unit of a 'tree'. A bad essay is where you only see the random assortment of leaves and branches. You don't see the larger tree among the branches. While listening to one of the podcast episodes from David Perell's Writes...

  • health
    Meta-analysis for contradictory research findings 2 minutes read — 06 Dec 2024

    In the world of nutrition research, contradictory findings are as common as fad diets. One day, a study proclaims the benefits of a low-carb diet for weight loss. The next, another study champions a plant-based diet for overall health. This constant flip-flopping of dietary advice leaves most of us feeling like we're stuck in a nutritional ping-pong match. The root of this problem lies in the...

  • product-management
    Proof of work 9 minutes read — 06 Dec 2024

    Showing proof-of-work as a designer is quite simple. You made an app, you communicated the output product and exhibit how the product evolved over time ranging from the paper napkin sketch, low fidelity, high fidelity prototypes and finally a fully fledged product. The iterations need not just be tangible, but can be verbal too. Similarly, for an engineer the proof of work is also quite solid....

  • leadership
    Thorough reference checks 2 minutes read — 06 Dec 2024

    I've been hiring people (and conducting more thorough reference checks) more recently now, and I've learned something important: most reference checks are useless. They're like those mandatory training videos you have to watch at big companies. Everyone goes through the motions, but nobody really learns anything. But it doesn't have to be this way. Reference checks can be incredibly valuable if...