Harsh Murari 🇺🇸 (@hmurari) header
Harsh Murari 🇺🇸 (@hmurari) profile picture

CTO at @visionify and https://nitter.cf/t.co/JwVxOXF4hb. Building Computer Vision products for safety and productivity metrics.

Boulder, CO
Joined January 2009
Photo by Harsh Murari 🇺🇸 (@hmurari)Photo by Harsh Murari 🇺🇸 (@hmurari)Photo by Harsh Murari 🇺🇸 (@hmurari)Photo by Harsh Murari 🇺🇸 (@hmurari)Photo by Harsh Murari 🇺🇸 (@hmurari)Photo by Harsh Murari 🇺🇸 (@hmurari)Photo by Harsh Murari 🇺🇸 (@hmurari)Photo by Harsh Murari 🇺🇸 (@hmurari)Photo by Harsh Murari 🇺🇸 (@hmurari)Photo by Harsh Murari 🇺🇸 (@hmurari)
Harsh Murari 🇺🇸 retweeted
Visionify October 2026 Product Update: Precise Speed Calibration, New Activity Tracker Reports, Mobile Command Center & Smarter AI Models Comment Ai for a free demo Visit: visionify.ai/ #Visionify #AI #Computervision #Workplacesafety
1
1
3
26
Harsh Murari 🇺🇸 retweeted
A big tragedy was averted in Illinois after police arrested a 19-year-old who planned a mass shooting at a Hindu temple. Here is how he was caught. 🧵
2
5
21
10,522
Harsh Murari 🇺🇸 retweeted
As @friedberg and I discussed last week
81
67
29
750
81,179
Harsh Murari 🇺🇸 retweeted
What AI has done so far: MEDICINE • Helped paralysed people speak again. (Brain implants turn intended speech into words, even recreating their own voice.) • Helped a paralysed man stand and walk again. (A brain–spine interface let him control his legs by thinking.) • Helped blind people read and understand the world around them. (Describing surroundings, reading labels and identifying objects through a phone camera.) • Uncovered cancers doctors would otherwise have missed. (29% higher breast cancer detection in a major study.) • Identified antibiotic candidates that kill drug-resistant bacteria. (Abaucin targeted a dangerous superbug in lab and animal tests.) LEARNING • Made personalised learning available on demand. (An ‘Einstein’ as your personal tutor whenever you want to learn.) • Helped students learn twice as much in less time. (A custom AI tutor outperformed an active-learning Harvard physics class.) • Helped people write, code, design and build without years of specialist training. SCIENTIFIC DISCOVERY • Predicted the structures of over 200 million proteins. (Opening new paths to understanding disease and developing medicines.) • Discovered planets hidden in telescope data. (Including Kepler-90i, the eighth planet in a distant solar system.) • Recovered ancient writing buried by Vesuvius nearly 2,000 years ago. (Reading inside carbonised scrolls too fragile to unroll.) • Begun unlocking how animals communicate. (Patterns in whale calls. Evidence that elephants use individual, name-like calls.) • Produced a proposed solution to one of mathematics’ hardest problems. (Navier–Stokes: 10,000 AI agents, 88 hours, according to OpenAI.) ENVIRONMENT • Predicted where a hurricane would strike nine days before landfall. (GraphCast forecast Hurricane Lee’s Nova Scotia landfall about three days ahead of conventional forecasts.) • Engineered enzymes that break down plastic in hours rather than centuries. • Detected wildfires before the first emergency call. (Spotting smoke and alerting firefighters earlier.) • Slashed the weedkiller farmers need by targeting weeds individually. (35% less herbicide in sugarcane trials, with nearly the same weed control.) ENERGY • Advanced the science of clean fusion energy. (Controlling and shaping superheated plasma inside an experimental fusion machine.) • Driven a generational wave of investment in carbon-free energy, from nuclear power to solar and wind. (Microsoft’s Brookfield deal alone targets over 10.5 GW of new renewable capacity by 2030.) TRANSPORT • Delivered dramatically safer driverless journeys. (Waymo: 81% fewer injury crashes per mile than human drivers in the areas studied.) • Given people who cannot drive a new way to travel independently. (Including blind passengers and older people who cannot drive.) JOBS AND GROWTH • Fuelled an investment boom. (AI-related investment categories accounted for an estimated 37% of U.S. growth in the first nine months of 2025.) • Driven demand for the skilled trades building AI infrastructure. (Electricians, welders, construction crews and cooling specialists.) WHAT AI HAS NOT DONE • Replaced all the radiologists. Guess what? We still need more of them. • Used a community’s water. Golf courses use more. (U.S. golf irrigation: roughly 550bn gallons in 2020. Data centres’ direct consumption: 17bn in 2023. Microsoft’s next-generation designs consume zero water for cooling.) • Raised everyone’s household electricity bills. (Oregon’s PGE: residential bills cut 1.3% after shifting costs to data centres. Indiana’s I&M: proposed household savings of roughly $100 a year, supported by large-customer growth.) • Demonstrated that it wants to kill us all.
106
416
53
1,352
136,661
Harsh Murari 🇺🇸 retweeted
Bernhard Riemann was born 200 years ago today. He died at the age of 39. Here is a list of things named after him: Riemann bilinear relations Riemann conditions Riemann form Riemann function Riemann–Hurwitz formula Riemann matrix Riemann operator Riemann singularity theorem Riemann surface Compact Riemann surface The tangential Cauchy–Riemann complex Zariski–Riemann space Cauchy–Riemann equations Riemann integral Generalized Riemann integral Riemann multiple integral Riemann invariant Riemann mapping theorem Measurable Riemann mapping theorem Riemann problem Riemann solver Riemann sphere Riemann–Hilbert correspondence Riemann–Hilbert problem Riemann–Lebesgue lemma Riemann–Liouville integral Riemann–Roch theorem Arithmetic Riemann–Roch theorem Riemann–Roch theorem for smooth manifolds Grothendieck–Hirzebruch–Riemann–Roch theorem Hirzebruch–Riemann–Roch theorem Riemann–Stieltjes integral Riemann series theorem Riemann sum Riemann–von Mangoldt formula Riemann hypothesis Generalized Riemann hypothesis Grand Riemann hypothesis Riemann hypothesis for curves over finite fields Riemann theta function Riemann Xi function Riemann zeta function Riemann–Siegel formula Riemann–Siegel theta function Free Riemann gas Riemann invariant Riemann–Cartan geometry Riemann–Silberstein vector Riemann-Lebovitz formulation Riemann curvature tensor Riemann tensor Riemannian graph Riemannian group Riemannian holonomy Riemannian manifold also called Riemannian space Riemannian metric tensor Riemannian Penrose inequality Riemannian polyhedron Riemannian singular value decomposition Riemannian submanifold Riemannian submersion Riemannian volume form Riemannian wavefield extrapolation Sub-Riemannian manifold Riemannian symmetric space Riemann's differential equation Riemann's existence theorem Riemann's explicit formula Riemann's minimal surface Riemann's theorem on removable singularities
40
233
27
1,287
57,679
Harsh Murari 🇺🇸 retweeted
Built a tax document classifier with Jev. We ingest thousands of tax documents using an LLM pipeline I built last tax season. I read multiple articles as late as April this year claiming AI fails at tax document classification. Wasn't the case back then, and it's proved wrong again now. Jev classifies 100% of our tax document corpus at $0.001 per page. 34x cheaper and 6x faster than the LLM setup. Open sourcing it: github.com/kyotofin/tax-doc-…
119
167
36
3,381
248,086
That’s a NP-complete problem
Family bottle match challenge
13
Harsh Murari 🇺🇸 retweeted
Atlanta-based real estate company saved $100k by replacing Salesforce with their Replit-built CRM.
116
141
68
2,369
679,569
Only company in the world that doesn’t believe in this AI nonsense. Respect 🫡
26
Why does Claude think we are in Apr 2025?
1
111
Harsh Murari 🇺🇸 retweeted
Wow… RIP, hero!!!!! Brave beyond words
Her name was Neerja Bhanot. Born in Chandigarh in 1963. She grew up in Mumbai, modelled for advertisements, and in 1985 joined Pan Am as a flight attendant. She was 23 years old. Once her mother told her that if there was ever a hijack she should run and save herself. Neerja replied. Mummy, mar jayungi lekin bhagungi nahin. I would rather die than run away. On September 5 1986 she was the Senior Purser on Pan Am Flight 73 flying from Mumbai to New York via Karachi. The plane was carrying 380 passengers and 13 crew members. At 6am during the Karachi stopover four armed terrorists boarded the plane dressed as airport security. Neerja spotted them immediately and whispered the hijack code into the intercom. The three pilots escaped through an overhead hatch and fled. The plane was grounded. The terrorists could not fly it anywhere. The enraged hijackers put Neerja in charge of communicating with the airline. All other flight attendants were tied up with ropes. She was alone. For 17 hours she kept 380 people calm. She served them sandwiches and water. She spoke to them. She managed the terrorists. When the hijackers ordered her to collect all passports she sensed they were targeting Americans. She and her crew quietly hid the American passports under seats and threw the rest down a rubbish chute. 42 of the 44 Americans on board survived. After 17 hours the terrorists opened fire and threw grenades into the cabin. Neerja opened an emergency exit door. She could have been the first one out. She stepped aside and began pushing passengers through. The terrorists saw her helping three unaccompanied children escape. They caught her by her hair and shot her at point blank range. She died on the tarmac in Karachi. Two days before her 24th birthday. She was posthumously awarded the Ashoka Chakra. The first woman and youngest person ever to receive it. India’s highest peacetime gallantry award. Pakistan awarded her the Tamgha-e-Pakistan. The United States Department of Justice gave her the Special Courage Award. Her name was Neerja Bhanot. She had every chance to save herself. She chose not to. Follow for real stories about people India must never forget.
29
142
1
1,425
148,170
Sometimes I wonder if we’ve already crossed the great filter by inventing AI
20
wtf am I signing into?
30
“Peer reviewed”
“Children don’t make you happy” - The Daily Mail I'm no researcher, but I downloaded the dataset and looked for myself. The study's numbers say the EXACT OPPOSITE of the headline 👇🏻
18
Harsh Murari 🇺🇸 retweeted
Claude code source code has been leaked via a map file in their npm registry! Code: pub-aea8527898604c1bbb12468b…
3,253
7,295
5,312
47,621
35,911,286
I continue to be surprised at how cavalier some people are around forklifts. This needs to change
679
Harsh Murari 🇺🇸 retweeted
Replying to @RoKhanna @chamath
why not just raise income tax rates? because your real intent is not to just “provide healthcare”. you’re masking that you are proposing the creation of, for the first time in the 250 years of this American republic, an organized government seizure of private property from citizens. you’re calling it a “wealth tax” or a “billionaires tax” or “millionaires tax” or whatever nom du jour polls well. but at the end of the day, it’s the seizure of private property from citizens by the government. citizens that earned money, paid their fair taxes on those earnings (53% if they live in California) and are now being told they need to hand over after-tax assets because the government has failed to provide promised services with the revenue it’s collected, and are now re-casting their own failure to be a socio-economic inequity that must be justly resolved... a slippery slope that has never gone anywhere good (see economic effects in USSR, Cuba, Venezuela, France and Norway wealth tax etc.) the American founders fled tyranny in Europe and this amazing nation was populated by immigrants (myself and your parents) from around the world not just looking for a “better life” but for a place where they could have freedom from tyrannical governments that can take what they want from private citizens. a great nation borne of property rights, the rule of law, and endowed freedoms to believe, speak, or act. these principles led to the greatest run of innovations, successes, and widespread increase in prosperity, for all citizens, ever seen. the citizens, the individuals, not the institutions, delivered this progress. those who invented, who toiled, who bled, who sacrificed, who took risk and persevered, who led, and who changed the world, are not charlatans, kleptocrats, or oligarchs. they’re what made us all better off. prosperity is a measure of america’s success, not its failure. it is your principle that is so offensive, as evidenced by the broad disdain for your flippant flirtation with the darkest of human fantasy - socialism. you and other neo-socialists have led so many of us to reflect on America’s history and what it is becoming. that now leads so many to consider, so unnecessarily, leaving their homes for a place where everyone stands up to shout down the principle you suggest. because if your ideas are now considered moderate, it’s clear this titanic is sinking. that a “simple tax” of taking assets that have been earned, through toil and tribulation, rightly taxed, and preserved, should now be unjustly seized, is your solution to a problem of obvious government mismanagement and outright fraud, tells us that your true motivation lies not in giving people healthcare but in cutting down success and deleting the system of prosperity and opportunity for all. i don’t care, and neither should anyone else, what the sum total market value of a private citizens private assets might be. it is none of my business and should be none of yours. because, again, once you open that pandora’s box, we might as well study Lord of the Flies … there is literally nothing stopping 51% of citizens demanding that their government go out and seize 100% of the private property of the 49%. want to give healthcare to people in need? do your job and fix healthcare. make it affordable. want to be lazy about it? then do your job lazily and raise income taxes. want to take private property from private citizens who have paid their fair share of taxes and legally earned their property, then honestly declare that it is envy, not inequity, that you strive to resolve…
1,677
5,371
848
38,330
4,479,376