Doctor | LifestyleMedicine| Academic Philosopher| Health #AI #Robot #digitaltwin| Automating Medical Research University & hospital| CTO of Hospital & Pharma

Joined April 2013
Hello Twitter! My team is trying to automate pharma industry and all of its layers(starting in global south) Drop me a DM or reply, if you have insights or information especially if you work or worked in pharma industry
1
1
611
Intelligence and IQ is a skill that can be honed But honing is only for those born with high IQ
I don’t believe that anyone is actually “smarter” than anyone else. I think that everything on an IQ test is a skill that can be honed.
1
101
There is inflection point to beauty Man above 8 or women 9 gets instant fandom but fans are crazy. They stalk and get obsessed. If you don't return emotions they take it as hurt and become largest hater. paul graham has essay on it: paulgraham.com/fh.html
Good looking people don't actually have easy lives. They are the receiving end of so much envy, stalking, and unhealthy obsessions from significantly uglier people. You only learn this after years of socializing with people, not by sitting and debate looks theory on an internet forum where most posters don't even step outside much. That good looking guy? Envied by other men who are scheming to ruin him. Bullied and called names by other guys who hate how much attention he gets. That hot girl? Gossiped about relentlessly by mids and uglier women. At the end of a lot of nasty rumors.
1
43
when immovable chinese predatory communists meet unstoppable indian dehat scammers
太他妈的牛! 不得不佩服,印度人牛逼! 印度人狂借网贷不还!中资网贷出海六年,百家中资平台亏70亿退场。 印度修手机的拉杰什,从一款中资网贷App上借了8000卢比。钱到账5分钟,他换了个手机号,把App删了。 催收电话打到他通讯录里的朋友那儿,朋友问的第一句话是:你在哪个平台借的,帮我也弄一笔。 ​​拉杰什后来接受采访时说了一句话,被传得很广:手机里冒出来的钱,凭什么要还。 ​​这句话把上百家中资平台钉在了印度。巅峰时期,印度每三家在线借贷平台里就有一家带着中资背景,累计砸进去的钱折合人民币约180亿,六年之后整体亏损超过70亿,退出率超过95%。 ​​头部中资平台的坏账率突破50%,中小平台飙到80%,放出去100块能收回20块就算行业优等生。 ​​ ​​国内最管用的“爆通讯录”,逻辑是熟人社会里的面子约束,你不还钱,亲戚朋友同事都知道,你抬不起头。 到了印度,催收电话打过去,对方的反应不是“我劝他还”,是“你告诉我怎么下载这个App”。 ​​印度有22种官方语言和数千种方言,催收团队准备的英语和印地语话术,面对其他语种的借款人根本对不上频。社会压力机制反转成了免费的获客渠道。 印度这个奇葩的地方, 印度人都是欠债不还吗?
90
If ended up with Anat, Physio and Biochem - Do this. >Buy macbook and iphone >Download Android Studio + Antigravity >PICK ONE NICHE >vibecode web + mobile app >go deep into topic with video, podcast , ppt, interactive games with your brand >Deploy it to playstore and appstore
2
2
159
>Sell app to 1.5 lakh MBBS student at 100 Rs (higher for PG and SS students) >Make 1.5 cr yearly at best or 1.5 LPA at worst >Get invited to college to live lecture >Join coaching industry
1
26
Mistake MBBS grad make is PG right when graduated. Clueless of specialty day you finish internship/bond. >Move states >work for 2 month >repeat till you did 10 states >Make 10L >enjoy life >If women, get married before 24. >Talk to founders, researchers & pharma
1
1
12
2,105
You will pick up language and lose rat race tunnel vision You will be happy with all specialty with more clarity of passion and market data. Don't fall for coaching mafia because you lose nothing by not writing NEET PG in early 20s zero-sum game to keep writing more exams
2
198
this is the male equivalent of PhDing in woke intersectional caste lesbian dance theory
Student from UChicago on Hypergamy
68
J Sam🌐 retweeted
A ribosome model that renders the molecules it rejects, and the protein almost disappears behind them Most animations show the correct tRNA gliding in and docking, one clean arrival per codon, which is the one frame of the process that's least representative of it. This one simulates the sampling itself, so every near-miss that arrives, gets tested and bounces off is drawn too: > Sample: tRNAs arrive by diffusion, mostly wrong ones, at measured rates > Test: each is held against the codon just long enough to fail > Keep: the one that fits proceeds, and the count of rejects is logged per codon • What the rejects actually look like > Dozens of arrivals per codon, nearly all of them wrong and nearly all brief > A near-cognate that fits well enough to linger, and still gets released > The correct one showing up looking exactly like the others until it doesn't • Why showing the failures matters > Accuracy isn't recognition, it's rejection repeated until one survives > The energy budget makes sense only once you count what got thrown away > A mistranslation is visible as a near-miss that stayed half a beat too long One codon renders with its full sampling history in about two seconds. And the part that broke my brain: The textbook version makes translation look like a key finding its lock. The simulation looks like a door being tried by a crowd until someone's key works. Same process. One version only shows you the molecule that succeeded. The machine was never good at choosing. It was relentless at refusing ↓
8
41
269
11,187
I keep saying am going to build and drive the fastest car ever with fastest driver but I have never owned a car, never driven a car and doesn't even have a license to drive a car. Thats how retarded AI labs sound when they say they will make clinical trials faster
1
312
Wants to accelerate clinical trials but doesn't even own a single hospital Does the people adivising top C level executives in AI labs low IQ??
This made me laugh. 25 year-old professional podcaster @dwarkesh_sp : I don't get it. If I were you and had country-of-geniuses-level AI, I'd be happy to buy $5 trillion of compute! Dario, founder of a $380B AI model company growing at 10X per year: Bro! $300 billion of compute per year in two years is a lot, OK? It's a lot! We don't want to go bankrupt if our forecasts are off by a year.
44
Zaten 2026'da Tıp dışındaki tüm bölümler işsizlik garantili. Bilgisayar mühendisleri AI yüzünden kovulmamak için günde 14 saat ekrana bakıp antidepresan yutarken, adamlar yeşil alanda grip hastasına Parol yazıp 150 bin lira devlet maaşı alıyor. YKS'de Tıp yazmayan net enayidir.
unavailable
20
11
2
335
37,144
J Sam🌐 retweeted
Here’s a skill for that: /be-ambitious
My general advice for using AI for any purpose is to ask yourself: "how do I make what I am doing even more ambitious?" You do this until you either hit a wall and then you know the shape of the frontier (useful!) or you find out that the AI can do more than you think (common!)
32
74
4
2,364
89,077
Now we know robots can take blood samples safely, but can you imagine a robot performing an ultrasound exam? A study just proved that it is possible. The authors developed an autonomous lightweight ultrasound robot comprising an AI agent that integrates multimodal perception with memory attention. "Our robot can autonomously acquire expert-level standard liver ultrasound planes and detect pathology in patients... Our system performs effectively on rapid-motion individuals and in wilderness environments. This work represents the first demonstration of autonomous sonography across multiple challenging scenarios, potentially transforming access to expert-level diagnostics in underserved regions." It is designed for now for regions with limited medical resources. So your next ultrasound sonographer will not fly into the room as a robot anytime soon. The study: nature.com/articles/s41467-0…
7
9
1
22
1,870
J Sam🌐 retweeted
Ever wondered why a coronary occlusion gives the ECG it does? Block any part of the coronary circulation on a 3D heart and watch the 12-lead (and the echo!) evolve. Free for learning and teaching. Have fun! cliffreid.com/culprit #FOAMed #ECG #OMI #MedEd #Cardiology
23
200
7
926
52,663
Median salary of entry-mid level medical attending consultants are going down. I keep seeing 3-10 LPM salary demographic shrinking to non existence but more people entering > 10 LPM Also I see MBBS Drs entering >10 LPM through entrepreneurship and influencership
37
J Sam🌐 retweeted
This is a virtual human body with 700 muscle actuators, 206 joints, and 90 body segments. It's fully open source, and researchers can use it to simulate human movement through muscle-level control.
52
167
24
1,596
91,294
Claude 5.5 Sonnet built this entire Scottish Highland steam train scene. Pure code. Zero 3D assets. • 770k tokens burned • ~1 hour generation time • Procedural viaduct, terrain, and particle smoke Is procedural 3D completely replacing traditional asset pipelines? 🚂
50
33
5
563
26,611
J Sam🌐 retweeted
A molecular model that only reports the connections no single paper could have seen Most research builds one link at a time, a protein to a pathway, a pathway to a symptom, and each study stays inside the field that funded it. This one holds every published link as a graph and goes looking for paths that cross fields nobody reads together: > Link: 40 years of findings become edges, each dated and sourced > Walk: it traverses paths of three and four hops across different literatures > Surface: only paths where no two edges come from the same research group • What crossing fields turns up > A metabolic enzyme tied to a neurological symptom through two unrelated papers > A drug side effect explained by a pathway described in agriculture research > Two diseases sharing a mechanism neither field had reason to compare • Why nobody found these by reading > A four-hop path spans four journals nobody subscribes to at once > Each individual edge is unremarkable, the path is the finding > Specialisation is what makes the gap, not laziness • How it avoids inventing connections > Every hop names the paper and the year it held true > A path with one expired edge is shown broken, not completed > It proposes the experiment that would test the path, or drops it One full traversal across the corpus runs in under three minutes. And the part that broke my brain: Two labs published halves of the same mechanism eleven years apart. Neither cited the other, and nothing in either field would ever have connected them. Same literature. One version can only see what someone already assembled. The discovery was never in a new experiment. It was sitting between papers nobody read together ↓
25
67
4
550
29,965
🚨 Ravi Tamta, a BA graduate from Almora, Uttarakhand, has built an electric flying vehicle without engineering degree.
505
2,503
244
22,299
1,124,106