@jiushere

Computer engineer + computer scientist turned macro fund manager. Personal opinions only. Professional views and activities might differ from personal views.

Princeton, NJ
Joined May 2023
Pranjit Kalita retweeted
.@JensenHuang is a national treasure 🫡
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Pranjit Kalita retweeted
When people tell you who they are, believe them.
"I will throw you in prison. I want Chinese style communism to happen inside of the democratic party right now. I want to do cultural revolution shit." Hamas Piker just flat out admits he wants to imprison and kill democrats in a literal communist revolution. These are animals.
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Pranjit Kalita retweeted
Educate the ₿ears.
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Pranjit Kalita retweeted
BREAKING: Vivek Ramaswamy crashes to a record low in the odds to win Ohio’s governor race. Democrat Amy Acton now favored at 58%.
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Pranjit Kalita retweeted
“0% chance” AI will end humanity by 2030. They must be doing it (the fearmongering) for ulterior reasons. Maybe it's political, maybe it's just attention grabbing." - Jensen Huang's new interview with CBS News, with Jo Ling Kent (@jolingkent ) He pushed back strongly against warnings that increasingly capable AI could escape human control this decade. --- From 'CBS News' YT channel (full video link in comment)
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Pranjit Kalita retweeted
I said "auto-regressive LLMs, in and of themselves, will not lead human-level AI" That statement is still totally true. First, the reasoning abilities of current AI systems are based non-auto-regressive search (which is what I have always advocated for). But AFAICT, they do it in token space, which is limited and inefficient. I have claimed that human-like reasoning must be a search in continuous representation space. It looks like the industry is moving towards that. Second, the self-improvement methods, as currently practiced, only work for domains where the quality of outputs can be scored without human intervention, such as mathematics, code, and scenarios that can be simulated accurately. Not anything else. Humans and animals learn new skills way more efficiently than current RL methods. Third, the multimodal capabilities of current AI assistants generally use separately-trained encoders (that are not LLMs). This is also what I've been advocating. Except that I think the best way to do this is with JEPA trained with self-supervised learning. The research community is clearly moving towards that (3000 papers on JEPA in just 4 years). Fourth, if LLMs were a path to human-level AI, we would have domestic robots and Level-4 or Level-5 self-driving cars for consumers by now. And we don't. We certainly don't have cars that can learn to drive in 20 hours or practice like any teenager. We're still missing something pretty huge to claim human-level intelligence (let alone superhuman). Sure, we now have computer systems that are impressive, very useful, and whose performance is superhuman in an increasing number of domains (coding being one of them). But that's true of the entire history of progress in computer technology. Lastly, there is a basic confusion about what intelligence actually is. It is not the mere accumulation and regurgitation of existing declarative knowledge (which is essentially what LLMs do). As Jean Piaget famously said, "intelligence is not what you know, it is what you do when you don't know." It is your ability to solve new problem without any prior training, to act in previously-unknown scenarios, and to adapt very quickly to new situations with minimal training. We're still far from that.
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Pranjit Kalita retweeted
You are making my point.
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Pranjit Kalita retweeted
It was an unforgettable evening for the awarding of @LifeAtPurdue’s first annual Neil Armstrong Space Prize and the perfect honorees in the @SpaceX Falcon 9 team that achieved the miracle of vertical landing and reusable rocketry. Special congrats to Purdue alum @edwards345. 
 purdue.edu/newsroom/2026/Q3/…
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Pranjit Kalita retweeted
Glad to see this idea has spread! Better for everyone.
JENSEN HUANG: “We don't welcome political discourse inside our company. Take it home … We're bipartisan. We want America to succeed … The discourse about race and religion and politics and all of that stuff, we tell people do it outside the company. It's not for us.”
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Pranjit Kalita retweeted
Replying to @kchonyc
Exactly. The "escapes" were made possible either through egregious negligence or deliberate purpose (marketing? Misplaced hopes of regulatory capture?).
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Pranjit Kalita retweeted
Trump when he sees oil over $100 and 5% on the 10Y
BREAKING: The Dow Jones Industrial Average erases all losses and turns green on the day after President Trump says Iran wants to make a peace deal.
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Trump when he sees oil over $100 and 5% on the 10Y
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Pranjit Kalita retweeted
Of course Gavin Newsom is running in 2028. And there's no way Kamala Harris will be able to run -- she has no support. But saying he won't run if she does is brilliant (if cynical) politics by Newsom, because it shows a deference to race and gender in an identity-obsessed party.
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Pranjit Kalita retweeted
OK, enough of the acceleration vs. deceleration stuff. China has spoken. Trump has spoken. There won’t be any slowing down. Now let’s get back to what actually matters: new models, new capabilities, new discoveries.
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Pranjit Kalita retweeted
👏🏼
Jimbo! Pleasure to have you today, Jimmy Connors 🫡🇺🇸
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Pranjit Kalita retweeted
Princeton and PPPL researchers successfully tested PACMAN, an AI framework that controls fusion plasma in real time, making decisions in about 20 milliseconds and even predicting and preventing instabilities before they occur.
🤖 Made with AI
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Pranjit Kalita retweeted
bro just solved alignment
Has anyone considered putting “don’t destroy humanity” in the ai’s system prompt?
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Pranjit Kalita retweeted
The press likes stories to make into hype that can fill time and pages. Its like asking a ran person on the street in Washington if China would invade Taiwan and then blowing it up as a prediction from a source in Washington DC. of an impending war
Ridiculous hyperbole from an ex junior employee who worked a total of 6 weeks at Anthropic now cause for regulatory intervention? No thx. 😂🧐
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Pranjit Kalita retweeted
JUST IN: Nvidia CEO says cypersecurity is the next major use case of AI
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