Suman Khanal (@sumanstats) header
Suman Khanal (@sumanstats) profile picture

#CommonNepaliLifeMatters, GI Oncosurgeon, statistician, Dad of two cute sons, #rstats, #python

Limpiyadhura, Nepal🇳🇵
Joined May 2018
Photo by Suman Khanal (@sumanstats)Photo by Suman Khanal (@sumanstats)Photo by Suman Khanal (@sumanstats)Photo by Suman Khanal (@sumanstats)Photo by Suman Khanal (@sumanstats)Photo by Suman Khanal (@sumanstats)Photo by Suman Khanal (@sumanstats)Photo by Suman Khanal (@sumanstats)Photo by Suman Khanal (@sumanstats)
We the citizens of Nepal DESERVE so much better! But we are groomed by politicians and bureaucrats to get comfortable with, and get adjusted to #mediocrity, #incompetency and lies. [Taken from one of the statuses of @theliverdoc and modified for Nepali context.]
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Tihar ko hardik shuvakamana! As thousands of Nepali New Yorkers light diyas for Laxmi Puja and celebrate the bonds of Bhai Tika, may this Tihar bring you prosperity, peace, and the sense of belonging you deserve.
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Suman Khanal retweeted
⛄️ @IHPBA Early Career Group Asia-Pacific Webinar is coming up 🔜 This time, we’re welcoming TWO experts in MILR✌🏼 🇰🇷 Prof. Ki-Hun Kim: 1,600+ lap LR including living donor hepatectomies 🇯🇵 Prof. Yuta Abe: 700+ lap and 350+ robotic LR 🇹🇼 Prof. Tzu-Jung Tsai will co-moderate the discussion, helping us dig into how experts teach MILR! We’re collecting questions from early-career surgeons in advance. Our speakers will answer selected questions in their talks 👨🏻‍🏫 What would you ask if you were their trainee🤗? 🔗 Register now via the @IHPBA post below, and drop your questions in the replies! 👇 @APHPBA @RobotHPBSurg @Saneya_2810 @AHPBA @EAHPBA @aphpba2027
📢 Registration Open! Join the IHPBA ECG for an exciting webinar: 🎓 MILR: How Do I Teach It? An opportunity to explore approaches to teaching minimally invasive liver resection. 📅 1 December 2026 ⏰ 10:00–11:15 GMT | 19:00–20:15 JST 🔗Register here: tinyurl.com/5n8mzz69
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Many clinicians still follow the old 2017 flowchart for GB polyps. ≥10mm = surgery. Current evidence: We are performing TOO MANY cholecystectomies. >95% of <15mm are pseudopolyps (cholesterolosis), not true adenomas. 1/5 🧵 #Surgery #MedTwitter #GallbladderPolyp
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Suman Khanal retweeted
I wrote a blog post detailing the writing approach I took while working on my recent paper: sophielwang.com/blog/paper-w… I describe the behind the scenes for how this paper came to be, why and how I storyboarded figures before running experiments, and some figure design tips! :)
Can “chicken” make a base model reason? 🐔 Yes! Why? With the right first tokens, base models can match RL in reasoning. We trace this to learned training data associations and use a simple data edit to make “chicken” elicit reasoning too. blog: sophielwang.com/cues
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Suman Khanal retweeted
no visa program should go 71% to just one country—it doesn’t make any sense it’s totally absurd and totally broken you abused, you broke it, the scam is over
The end goal of the US administration is becoming increasingly clear - the complete abolishing of the H1-B visa program.
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Suman Khanal retweeted
THE MIT PROFESSOR WHOSE CALCULUS STUDENTS SAY NO ONE HAS EVER MADE THEM FEEL MORE CAPABLE INTRODUCES LINE INTEGRALS BY PROVING THAT SOMETIMES THE GEOMETRIC INSIGHT SOLVES IN THREE LINES WHAT THE CALCULATION TAKES HALF A BLACKBOARD TO FINISH This is Denis Auroux, MIT, 18.02 Multivariable Calculus, Fall 2007. His students consistently rank him among the most beloved teachers in the mathematics department. He opens with one claim - vector fields and line integrals are completely different from double integrals and it actually helps to forget everything from last week. He starts with vector fields. At every point in the plane you have a vector. Wind maps are vector fields. Gravitational fields are vector fields. The field xi plus yj points radially outward from the origin and grows with distance. The field minus yi plus xj rotates everything counterclockwise at unit angular velocity. A particle of fluid in that field traces a perfect circle and returns to its starting point in exactly two pi units of time. Then work. When a force pushes a particle along a trajectory the work done is the force dotted with the displacement. For a straight line and constant force this is simple multiplication. For a curved trajectory where the force changes at every point you cut the path into infinitely many tiny pieces, dot the force with each tiny displacement, and sum. That sum is the line integral. Then computation. Parameterize the curve with a single variable. Express x and y in terms of that variable. Replace dx and dy with their derivatives times dt. The two-dimensional integral collapses into a single ordinary integral you already know how to solve. Then the geometric shortcut. The line integral equals the integral of the tangential component of the force along the curve. If the force is always perpendicular to the curve the work is zero with no calculation needed. The field xi plus yj on a circle of radius a gives zero immediately because the radial force is always perpendicular to the circular path. The field minus yi plus xj on the same circle gives two pi a squared immediately because the force always points exactly along the path with magnitude a. Watch the moment he computes the same integral two ways side by side. The geometric method takes three lines. The parametric method takes half a blackboard. Same answer. The insight about perpendicularity or parallelism does in seconds what algebra does in minutes. A mechanical engineering student I know rewatched this lecture before a problem set on conservative force fields. Said it was the first time the dot product felt like it was measuring something physical rather than producing a number.
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Suman Khanal retweeted
‘Hit by #climate we did not warm, hit by wars we did not start’: #Nepal #PM’s hard-hitting #speech at #UNGA 🔗 tinyl.co/52o3
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Suman Khanal retweeted
Nepal's PM Balen Shah: We have built a world with flawless logistics for war and broken logistics for food. And this is not Nepal’s private misfortune. Ask Bangladesh, ask Bhutan, ask India, ask the Maldives, ask Pakistan, ask Sri Lanka, ask any other country in our region and you’ll hear the same account. Hit by the climate we did not warm and again hit by the wars we did not start.
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Suman Khanal retweeted
"Hit by the climate we did not warm,and hit again by the wars we did not start." Powerful words by Nepal PM @ShahBalen @PM_nepal_ in his debut @UN speech a month since the devastating Bhotekoshi Trishuli floods that have killed atleast 1400 people and 6000 are missing. Amid ongoing wars and boycott of speeches of leaders at the UNGA, Balen Shah's speech met with strong applause when he reminds the world about who is actually paying the heavy costs for the mindless bloodied war. "Inter-continental missiles arrive on time. Rifles and ammunition cross borders, clear every bottleneck, meet each deadline. But a peasant in Nepal cannot procure his fertilizer or fuel at market price at a time of need. We have built a world with flawless logistics for war and broken logistics for food." @SwarnimWagle @bikasrauniar @KanakManiDixit @EONIndia Full speech- gadebate.un.org/sites/defaul…
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Suman Khanal retweeted
Corruption is so rampant. All the independent institutions have been politicised by corrupt politicians (even the judiciary). Institutions don’t run on institutional rules but on a few person’s whims. It’s a hopeless country. I regret not leaving the country long ago.
I've lived in Nepal during a few months, a stunning country that's really dear to my heart. I was notably there during the 2015 earthquake, a time when one of the main leaders of the current "Gen Z" protests (Sudan Gurung, who founded Hami Nepal) lost a child, which was the trigger for his activism. I've seen the corruption. In fact the truth is that formal government structures barely function in much of Nepal - outside major cities, the state is more theoretical than real. It was crystal clear during the earthquake, but also at other times. For instance I've seen, with my own eyes, that when a petty crime occurs, people don't call the police but resort to mob justice by default (and it's not pretty). The people are left to care for themselves almost entirely on their own. Additionally, Nepal has the single most challenging geography in the world which, despite everything you hear about countries having agency, shapes virtually every aspect of national development. Nepal has: 1) the world's most difficult terrain, 2) the world's strongest storms (because all the clouds from the Indian subcontinent come crashing into the Himalayan wall). I've experienced dozens and, believe me, it's scary: village streets are transformed in torrential rivers in a matter of minutes. 3) regular earthquakes (how do you think the Himalayas got created?), 4) is landlocked, 5) is a buffer state between 2 great powers 6) is at India's mercy for virtually all imports and exports (due to the Himalayan barrier with China); which I witnessed firsthand when India brutally decided to impose a blockade after the 2015 earthquake (to express disagreement with a constitutional amendment), making a horrible humanitarian disaster even far worse Good luck with all that... To say that steering such a country towards prosperity would take extraordinary statesmanship is the understatement of the century. I see many people reflexively saying that the current protest movement is a US-backed color revolution (with, having briefly looked into it, no convincing proof that I could identify). I'm not so sure, given the country's crushing constraints. What would even be the point of orchestrating a color revolution in a place with such geography? Protesters' apparent enthusiasm for Balendra Shah (hindustantimes.com/world-new…), Kathmandu's mayor, further undermines the color revolution theory. He's a Nepali anti-India patriot with zero background related to the West, who won the mayor race as an independent in 2022 on a platform of fixing drains and fighting corruption. He's not promising to realign Nepal with the West; he's promising functioning traffic lights and demolishing illegal buildings - and he won't even lead the protests, claiming he's beyond the Gen Z age bracket. A color revolution with a chosen leader who doesn't want to lead, and whose "patriotic" views are inconvenient to US foreign policy? Hard to believe. But for the sake of argument, let's say it's true: what would the US gain? Even at the height of colonial land-grabbing, after having won the Anglo-Nepalese War (1814-16), the British - which colonized rocks in the Atlantic just to have them - took a hard pass on colonizing Nepal. Though they were impressed by the Gurkha fighters who, to this day, form regiments in the British Army (which incidentally adds yet another handicap: Nepal's finest fighters are contractually obligated to other nations). Occam's razor means that the more likely truth is that Nepal's dysfunction doesn't require foreign orchestration - its circumstances guarantee it for free. And in any case, the point is largely moot because even a successful color revolution would be a Pyrrhic victory for everyone involved. The US would gain influence over a government that can't govern, in a country in which you can't base meaningful assets, and from which you couldn't project power over China anyhow (there are 8km high mountains in between...). India wouldn't care - they've already proven they can economically strangle any Nepali government that displeases them. China would shrug behind its Himalayan wall. And the Nepali people would wake up the next morning with the same impossible geography, the same dependence on India, the same unforgiving terrain. I don't want to end this post on such a deterministic note, and make it sound like Nepal is condemned to a fate of perpetual misery. The Nepali people I met were among the most resilient, ingenious, and warm-hearted I've encountered anywhere. They've survived everything geography throws at them with remarkable grace. If any population could eventually find a way to make the impossible merely difficult, it would be them. The protests, whatever their origin, show this: that despite the odds, the young generation still believes in a better future for their country. That, in and of itself, is the most important fact about these protests - more important than who organized them or what foreign powers think. And that spirit, if channeled properly, is perhaps the most important asset Nepal has that doesn't depend on geography or geopolitics. Last word: please go visit Nepal. Visit Everest base camp. Visit the birthplace of Buddha. Take a trek in the blooming Rhododendron forests of the Annapurna. Go watch some of the last wild rhinoceros of Asia. Eat some of those delicious momos. Your tourist dollars won't solve Nepal's structural issues, but they'll meaningfully help real people living real lives, and you'll have the trip of a lifetime in the process. Geography might have dealt Nepal a difficult hand for development, but it also created one of the world's most extraordinary places and people.
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Suman Khanal retweeted
What I was expecting more from @ShahBalen in Kathmandu: 1. Drainage and sewage system 2. Electronic waste recycling (laptops, mobile, other similar gadgets)
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Suman Khanal retweeted
presenting kriti 🤗 119m 🇳🇵 nepali is spoken by millions, yet remains underrepresented in modern speech models. many existing systems are large, inaccurate, or difficult to run on everyday hardware. we built kriti for researchers, developers, and communities working with nepali speech. kriti is a 119m parameter nepali asr model built featuring deterministic pruning, runtime embedding compaction, and a lightweight acoustic punctuation head. kriti ranks #1 among completed open systems, achieving a 24.08% punctuation-insensitive wer while remaining compact enough for cpu inference. the github repository includes the architecture, training methodology, evaluation protocol, reproducible code, results, limitations, and complete attribution. the model and weights are available on hugging face. if you’re from nepal, or know someone building for nepal, share this with them. 🇳🇵 github: github.com/Naamche-Labs/krit… hugging face: huggingface.co/harrrshall/kr… website: naamchelabs.com thanks to gang @barunbuilds and @HarshalsinghCN
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👀 Seeing is just the beginning. With Qwen-MM-Plugins, turn your favorite agent harness multimodal-native — read images, videos & documents, edit videos, work with 3D/CAD, and more. From multimodal models → multimodal agents. 🚀 Watch it in action: github.com/QwenLM/Qwen-MM-Pl…
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Speak for yourself.! As a businessman with no political contacts, this is the best government I’ve experienced. Since last four months no need to bribe any government officials to get my work done on time. And I got my driver’s license after six years!
सरकार बनेको चार महिना बितिसक्दा पनि सुशासनको क्षेत्रमा नागरिकले महसुस गर्ने गरी ठोस सुधार देखिएको छैन । केही प्रतिबद्धतामा प्रक्रिया सुरु भए पनि अधिकांश योजना प्रारम्भिक चरणमै सीमित छन् । #onlinekhabar onlinekhabar.com/2026/08/199…
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📣 Kimi K3 is now available in GitHub Copilot for @code! Try Kimi Moonshot's latest open-weight model for agentic coding, now hosted by @FireworksAI_HQ. 📖 Learn more: github.blog/changelog/2026-0…
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Suman Khanal retweeted
📢Meet Qwen3.8-Max — our most capable model to date. Next week, the open weights of Qwen3.8-Max will be released, and Qwen3.8-27B is also going open-weights to meet you all!🎉 Qwen3.8-Max, a new bar for coding and cowork at 2.4T parameters: - Autonomous coding: 10+ days of self-evolving development, from empty folder to production without hand-holding, complete project trace in the GitHub:github.com/qwen-code-dev-bot… - Real work, real results: Production-quality deliverables across hundreds of professions. - Long-horizon mastery: System-level autonomous planning with closed-loop adaptive learning, driving 500+ turns of chip design optimization and 365 days of e-commerce strategy. - Native multimodal intelligence: Vision isn't just input — it's a continuous feedback loop for planning, execution, and self-correction. 💰Pricing: Input: $2.0 / M tokens Output: $6.0 / M tokens Implicit Caching: $0.25 / M tokens Start building with Qwen3.8-Max! 🚀 📖 Blog: qwen.ai/blog?id=qwen3.8 ✅ Qwen Studio: chat.qwen.ai/?models=qwen3.8… ⚡ API: qwencloud.com/models/qwen3.8…
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I was born in Simikot, the last district headquarters in Nepal to be connected by road. I had never heard of MIT, Y Combinator, or venture capital. Today, we announced a $4.8M round. Mama, we made it all the way to Silicon Valley.
We raised $4.8M to build @laminalabs and make AI explain with video, not just text. Introducing Simi, the fastest way to make an explainer video. Give it a single prompt or document, and it can generate a one-minute narrated explainer in as little as 20 seconds, in 80+ languages. It works like ChatGPT, except the answer is a video. The round was led by @FoundationCap , with participation from @Link_Ventures and @ycombinator . This is our story. Thread below on what we are building at.
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Suman Khanal retweeted
We raised $4.8M to build @laminalabs and make AI explain with video, not just text. Introducing Simi, the fastest way to make an explainer video. Give it a single prompt or document, and it can generate a one-minute narrated explainer in as little as 20 seconds, in 80+ languages. It works like ChatGPT, except the answer is a video. The round was led by @FoundationCap , with participation from @Link_Ventures and @ycombinator . This is our story. Thread below on what we are building at.
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