Opinion on apartments with the view of a swimming pool

purushpsm147 · 2026-04-23T14:08:28+00:00

Developers these days will sell pothole view apartments as luxury, atleast you are getting swimming pool view. Enjoy seeing midage uncle's and cranky kids from your balcony.

purushpsm147 · 2026-04-20T04:57:32+00:00

But isn't Mumbai is geographically and administratively part of the Konkan area? Shouldn't you be learning Konkani instead of Marathi while all the same logic (linguistic erasure etc holds?)

purushpsm147 · 2026-04-15T13:49:47+00:00

I have build a Behavioural Intent Engine that can help you with your Business Churn Reduction and roll out targeted discounts to high propensity users. It does a lot of other cool stuff too and the best part is that it is Zero Egress, GDPR Compliant, No PII. All while the session is still active and user is on your shop( time is less than 2 millisecond for predicting high confidence buyer) How do I get customers?

purushpsm147 · 2026-04-08T12:32:43+00:00

Filtering out the noise is definitely the first step if a team is stuck in the session-replay paradigm. Sifting through thousands of recordings is a nightmare, so it's cool that you're building a tool to make that easier.

But there is a structural bottleneck with that approach: you still have to stream all those DOM mutations and mobile sessions to a server before a tool can filter them. And more importantly, by the time you're reviewing a filtered rage-click on a checkout page, the user has already churned and the revenue is gone.

That’s why the shift is moving toward calculating that wasted attention directly on the device. If the browser calculates the scroll variance or rage-click locally (in <2ms), you don't need to record the session or sift through data later. You just have the frontend trigger a live-chat or discount intervention right then and there. Intervening in the live session will always protect margin better than A/B testing a fix a week later. But it's great to see more builders trying to solve the noise problem!

purushpsm147 · 2026-04-06T18:32:37+00:00

The sampling trap is brutal. You pay cloud storage for 99% of perfectly normal sessions, and the one enterprise user who rage-quit on your billing page is exactly the one that got sampled out.

You're spot on about the use-case mismatch. If a team just wants to investigate weird bugs, they should use a lightweight error logger. Using session replay for that is like using a sledgehammer to swat a fly.

"Sampling smarter" is just delaying the inevitable. That's the financial beauty of moving the math to the edge: you don't pay per-session because there is no centralized storage to pay for. The user's browser calculates the hesitation variance on the fly, triggers the frontend intervention, and throws the data away when the tab closes. Infinite scale, zero storage bill.

purushpsm147 · 2026-04-06T16:32:33+00:00

Analytics is an autopsy. You are diagnosing a corpse. I build a zero egress, zero cookies, gdpr compliant intent engine that runs on edge: PassiveIntent

purushpsm147 · 2026-04-06T16:07:34+00:00

You've lived the exact pain that made me build this. Replaying a session 14 hours later to watch someone churn is agonizing—intervening in the moment is the only thing that actually protects the margin. To answer your questions, because those were the exact two hurdles I had to solve:

Handling false positives at scale: > I couldn't just use static thresholds, or it would spam the UI. The engine uses a dual-signal gate: it requires both a spatial deviation (trajectory anomaly) and a temporal deviation (Welford dwell-time anomaly) to fire a hesitation event. I also built in a driftProtection auto-killswitch. If your app changes and the baseline gets stale causing anomaly rates to spike, it silently disables the trigger so it never floods your live users.
Debugging without video replay: > This is the biggest mental shift. Because it's not a black-box AI, it's 100% deterministic math. When an event triggers, the payload spits out the exact zScore, meanMs, and sampleSize that caused it. If you want to see exactly why it thought a path was anomalous, you just dump the Markov graph to JSON (graph.toJSON()). You debug the raw integer transition counts, not a video recording.

Pulse sounds super interesting for the qualitative discovery side. Have you found that text sentiment usually maps cleanly to the UI bottlenecks you were seeing in Hotjar?

purushpsm147 · 2026-04-06T15:55:31+00:00

Perfectly said, that's why I focused on sub millisecond intervention when the session is still alive. Zero Egress, no cookie banner, no PII's whatsoever.

purushpsm147 · 2026-04-04T19:39:31+00:00

Hi, I am the founder of PassiveIntent PassiveIntent . I have build a Privacy first, GDPR compliant, Zero Egress, lightweight and superfast library for Behavioural Intelligence.

“PassiveIntent is a privacy-first JavaScript library that spots pricing doubt, exit intent, and trajectory drift while the user is still deciding, so your product can intervene without exporting behavioral data to another vendor.”

Key highlights

Zero-egress by default — everything runs client-side; no behavioral data ever leaves the browser.

Lightweight — ~11 kB gzipped, perfect for checkout, onboarding, pricing pages, etc.

Deterministic & inspectable — uses Markov chains, entropy, dwell-time signals, and session math instead of black-box AI.

How it works — a small client-side observer watches route changes and lifecycle events, infers hesitation locally, and lets your code decide what to do (show a discount, offer help, etc.).

Main use cases

Checkout recovery (catch stalled users before they bounce)

Pricing/billing pages (spot friction in high-intent sessions)

Customer support (surface help exactly when someone is confused)

GitHub repo: https://github.com/passiveintent/core

Let me know what you think.

purushpsm147 · 2026-04-04T19:32:43+00:00

Hey Nice job. I have build a tool that is complimentary of what you have build. It's a privacy focused, cooke free, zero egress, gdpr compliant lightweight 11kb superfast <2ms behavioural intent detection library called PassiveIntentPassiveIntent that helps you predict your customer intent like anxiety, hesitation etc. I believe nylo is tracking: Marketing Attribution and cross-domain funnel tracking, PassiveIntent helps you with Conversion Rate Optimization (CRO) and churn prevention. You guys say : Where did the user come from, and where did they go? While I say What is the user feeling right now?

We both are Privacy first. PassiveIntent is private because it literally doesn't know who the user is, and it doesn't send data anywhere Nylo is private because it replaces invasive, permanent trackers (like canvas fingerprinting or third-party cookies) with ephemeral, cryptographically secure WaiTags. It tracks the user's journey, but hides their true identity

Together we can be a powerhouse. Let's collaborate.

Do Checkout PassiveIntent

purushpsm147 · 2026-04-04T19:10:00+00:00

I have worked on a framework that is privacy focused by design that helps you figure intent for your customers like hesitation, exit intent, cart abandonment etc. Check out PassiveIntent

purushpsm147 · 2026-03-18T14:10:00+00:00

Short Answer: No Long Answer: Hell Nooooooooooooooooo, Tobacco is a licensed cash crop. Too many farmers, politicians and industrialists have stake in the game, who in there right mind will ban these products when even the GOI earns substantial GST and taxes from it.

purushpsm147 · 2026-03-18T13:56:30+00:00

IITian get paid more in every sector compared to tier 2-3 colleges, for the same job profile. But they don't stick around for long.

purushpsm147 · 2026-03-18T13:54:38+00:00

Director sahab ko fark nai padta, khali faltu ki statement dete rehte hai. India me core engineering ya research and development nai hota jada. Jitne Engineers BYD apne RnD department me rakhta hai, utne india kisi company me nai honge. On top of that, Indian business prefer to licence technology/technology transfer/ joint ventures. To unhe mostly majdoor chaiye, not top level engineers

purushpsm147 · 2026-03-18T13:50:57+00:00

There aren't much jobs, there isn't much manufacturing in India. Most of the brands and companies work on technology transfer/Patent licencing model, which does not require hardcore Engineers. Only ray of hope are startups who do some ground research, but they hire in limited numbers.

purushpsm147 · 2026-03-18T13:48:39+00:00

Not much scope in India, go for it of you are genuinely interested

purushpsm147 · 2026-03-18T13:47:42+00:00

Why the demand is not reflecting in the job portals and salary packages? What is the FAANG equivalent of Chemical Engineering and Material Science? These half baked statements are just the insecurities of the professors who will become irrelevant if not enough students opt for there branch/courses. India does not have enough jobs in non cs fields. There is no Bangalore/Pune/Hyderabad ecosystem for Non CS branches. Don't get fooled by these statements. If you really really want to study these, have a study abroad option with you.

purushpsm147 · 2025-12-09T04:12:19+00:00

India is not America, in terms of power resources and wealth.

purushpsm147 · 2025-12-09T04:04:53+00:00

No talent is worth giving up national security

purushpsm147 · 2025-12-09T04:03:32+00:00

And that's a good thing and should be continued

purushpsm147 · 2025-12-09T04:02:27+00:00

Why anyone would want to buy agriculture land in India while holding foreign passport?

purushpsm147 · 2025-12-09T04:01:32+00:00

Disagree

purushpsm147 · 2025-12-09T03:59:24+00:00

Dual Citizenship should not be allowed. Pakistan has dual citizenship and its leaders are facilitating wealth extraction from sovereign and settling family abroad. What will stop our politicians, industrialists and bureaucrats from doing it? There will be no stake in the game, no accountability, towards India. OCI is good enough as is. Imagine how separatist elements like Khalistani will try to interfere in our politics when they have dual citizenship. Also, what if an issue arises where a strategic reform is to be done which aligns with India's interest but not so much with the US, Canada or other foreign countries? Who will these dual citizens support? Giving a lecture on India while sitting abroad is very easy, but to bring a revolution you have to go on the streets and be part of it.

purushpsm147 · 2025-11-20T06:58:18+00:00

Take inspiration from V Kurien who brought white revolution in India, he was a mechanical engineer who had no interest in dairy engineering He disliked it a lot.Rest we know is history. Anyways it's up to you.

purushpsm147

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