J Sam🌐

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

[J Sam🌐 @JaicSam]

@bellz_toll @PratyushP23 JEE is rank order zero sum matching methodology

By definition, its impossible to let in inherently smartest to IIT

Tails are all outlier with wide confidence interval of smartness proven by yearly test repetition rank inflation

Smartest saturate at 1000 ranks to NIT or VIT

[J Sam🌐 @JaicSam]

Pvt hospitals rarely employ reserved doctors due to their marketing difficulty

Nepo kid suck you dry because they were born too rich to understand or care

Privately educated in debt doctors have no other choice to suck you dry otherwise they will get beaten up by loanshark

[J Sam🌐 @JaicSam]

In India, Nepo kid doctors and Private Student Loan educated doctors are the biggest EVIL in Private Hosptials

They are the one dragging your hospital bills up

[J Sam🌐 @JaicSam]

Gray zone(may help favour the pick):
1) Male 1st gen doctor with one pvt paid seat either UG or PG or SS
2) FMGE who cracked AIIMS AIR or top AIR in NEET PG
3) NEET UG AIR first attempt between 1 & 4000
4) NEET PG AIR first attempt between 1 & 400
5) Gold medal that specialty

[J Sam🌐 @JaicSam]

How I pick doctors for treating myself or my family

1) Male General Category Merit Seat
2) Not nepo kid
3) >45 year today
4) Finished Medschool before 2006, Residency before 2010 & Sub Specialty before 2012
5) Opinion of Nurse who worked under & teachers who taught
6) Not obese

[J Sam🌐 @JaicSam]

Unnegotiable red flag

1) Female with any pvt paid seats
2) Nepo kid with any pvt paid seats
3) Reserved
4) Bad impression from nurses and teachers
5) Criminal record
6) Obese

[J Sam🌐 @JaicSam]

I triggered taleb and his henchman by asking to pick between 120 IQ neurosurgeon and 160 IQ one

But 90 IQ vs 120 IQ is the daily dilemma for most patients

[Hitchslap @Hitchslap1]

If you had to choose between a 90 IQ surgeon or a 120 IQ surgeon which would you choose?

The resistance to IQ is truly amazing.

[J Sam🌐 @JaicSam]

Any medical doctor below 110 IQ is a quack

Soon in AI Robotics world, any medical doctor below 130 IQ will be a quack

[J Sam🌐 @JaicSam]

Don't understand Silicon Valley VCs because why would anybody invest in anyone that has no skin in game?

No CAPEX ownership
No Reputation gambling
No Back Story
No Personal Interest

Using IQ+Ivy to invest is worst for investing in early stage , that comes at execution

[J Sam🌐 @JaicSam]

If you dont own CAPEX , you have zero incentive to automate OPEX

[J Sam🌐 @JaicSam]

Not a single one has skin in the game

Only people who own healthcare CAPEX has skin in the game to automate healthcare

Hospital owner
Clinics owner
Lab owner
Pharmacy owner
Big pharma owner
Device manufacturer

Rest are all fraudsters

VC should stay away from them

[J Sam🌐 @JaicSam]

Nobody wants to really automate healthcare, they just want social status of working in healthcare

That's why every fraud pivot to healthcare
in X
in Blockchain
in Web3
in AI
in Robotics
in digital twin

Without medical degree, nearly impossible to automate anything in health

[J Sam🌐 @JaicSam]

It hasn't made medical school and residency useless

But it should

And we could

[Dan Go @CoachDanGo]

No one wants to admit that the internet and AI have made most college degrees useless.

[Yuyin Zhou @yuyinzhou_cs]

🩺 Can AI agents conduct medical research end-to-end, just like human researchers?

Introducing AutoMedBench — the first workflow-aware benchmark for medical AutoResearch agents. 🧪

📄 Paper: https://t.co/2H666zmPov
🌐 Project: https://t.co/bYKEVcfqEU
💻 Code: https://t.co/z37BfBBNm5
Medical agents are rapidly evolving from answering questions to conducting end-to-end medical-AI research: loading datasets, building pipelines, debugging failures, running inference, and submitting results.
Yet most benchmarks only evaluate the final answer.

A good score can hide a broken process. A failed run often reveals nothing about where the agent went wrong.

🔬 AutoMedBench evaluates the entire workflow.

Every run is decomposed into 5 stages:

📝 Plan → ⚙️ Setup → 🔍 Validate → 🚀 Inference → 📦 Submit

Instead of a single score, AutoMedBench diagnoses which stage succeeds or fails—and why.

📊 Benchmark scope

• 5 medical AI tracks: Segmentation, Enhancement, VQA, Report Generation, and Lesion Detection
• Lite & Standard tiers (same data/metrics, different scaffolding)
• Long-horizon tasks averaging ~33 agent turns
• Full logs of actions, tokens, runtime, cost, and error codes

We put today's frontier agents to the test:
🏆 Overall leaderboard

🥇 #Opus 4.6 — 66.5
🥈 #GLM-5 — 61.6
🥉 #Gemini 3.1 Pro — 59.0
4️⃣ #ChatGPT-5.4 — 55.3
5️⃣ #MiniMax-M2.5 — 51.6
6️⃣ #Qwen3.5 — 51.2

But no single model dominates everything: GLM-5 leads VQA, while Opus 4.6 leads most other tracks.
⚠️ The key finding

Across thousands of runs, Validate is the weakest stage while Setup is the strongest.

Today's agents are much better at making a pipeline run than ensuring it is correct before large-scale inference.
📉 The bottleneck isn't medical knowledge
🔍 Verification & recovery errors: 37.7%
📦 Deliverable & submission errors: 38.1%
🧠 Task-understanding errors: only 0.9%
Even a single fired error code reduces the overall score by 48%.
The next frontier for medical AI agents is not more knowledge—it's workflow reliability, verification, and self-correction.
#AutoResearch #MedicalAI #AIAgents #HealthcareAI #AgenticAI

[J Sam🌐 @JaicSam]

> Mandate physicians to own hospitals in their state sponsored 2 acre land
> Public Record of all consensual and nonconsensual sex acts
> Personal Health Insurance tied to Personal land value tax

[J Sam🌐 @JaicSam]

The laws ASI will pass when it gets into power:
> Ban enforced monogamy
> Legalise & enforce polygyny
> Ban Gambling and Drugs
> Free College Education for women
> Harsh Meritocratic education for men
> Bullet train for every plane and sea route
> Free mandatory medschool for all

[J Sam🌐 @JaicSam]

> Mandatory large shade tree in all footpaths
> CCTV in all public places, schools and waterbodies
> Privatize all schools and colleges
> Georgian land tax everyone on the 2 acre

[J Sam🌐 @JaicSam]

In perfect freemarket polygynous society, Supply Demand is perfectly matched for social status

>Men leave , looksmax richmax
>Desire more women ? don't create porn industry, just marry more
>Desire rich handsome husband? don't sell in porn industry, just marry a married man

[J Sam🌐 @JaicSam]

Japan is end stage capitalism low TFR , the future of every country

America has 1 out of 10 young women in porn industry but Japan once released statistic that one in two young women in city has taken part in AV industry

Its caused by anti-polygyny law

[小牛 @Xiaoniu6161]

前地方电视台主播、170公分H杯的她展现了荧幕狼性！

又是当过主播的新人，她叫稻森雅，今年42岁。

日本的姑娘到底下海比例有多少？

[J Sam🌐 @JaicSam]

Sex, Gambling and Drugs is post scarcity infinite demand all caused by banning polygyny

Because they highjack the drive of social status by any means possible

We have seen GLP1 correct this natural drive but knocks it down to anhedonia