
i care about algorithms, a lot! ꙮ ml + jhanas + philosophy prev cs + art @usc
los angeles
Joined November 2024
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I've honestly been born in the best time in human history what a gift to be in my 20s and have alien brains smarter than me at my call and have been studying CS for so much of my life and have such great online friends interested in the same stuff as me anyways I love you all
hue 🎨 retweeted
I've been trying to write a post on why everyone should study early American history but I kept getting stuck, maybe because the premise is too presumptuous. So instead here's a post on why *I* am obsessed with it myself:
1/ it's a portal into many other histories. People naively think early America sits to the side, unconnected to anything else. It's the opposite! The founders (Jefferson, Adams, and Franklin) spent ten years (!!) in Paris working to secure French support against the English, so you get to learn all about France of Louis XVI. Franklin spent a decade in London so you learn about England of George III. Adams was raising funds for the revolution in the Netherlands so you get to learn about the Dutch. John Quincy (Adam's son and later the 6th president) was an ambassador to Russia and an eyewitness to Napoleon's invasion!
2/ it's a portal into the past. The founders were extremely well-read and steeped in the history of classic European civilization. You just cannot get them to shut up about Greece and Rome, so you absorb tons of info about those and go on the trail of Cicero, Thucydides, Tacitus, Plutarch, Homer, Horace, Terence, and so on. Jefferson was also obsessed with English civil war so you learn about Charles I, Cromwell, the English republic, and how it's all connected to American declaration of independence 120 years later
3/ the Enlightenment! America's independence happens during peak Enlightenment era and the beginning of the Industrial Revolution. Everything is brimming with new ideas and boundless optimism. People believe in their bones that nature is knowable and there is no ceiling to progress. You meet all the characters and their ideas-- Adam Smith, David Hume, Thomas Paine, Edmund Burke (Franklin was friends with all of them). Electricity gets discovered, hot air balloons get invented, we start getting modern chemistry. Edward Gibbon writes his Decline and Fall and causes a furor by lampooning early Christian saints. Franklin even meets Voltaire!
4/ the Founders! JFK once joked at a dinner for Nobel Prize winners "this is the most extraordinary collection of talent that has ever been gathered at the White House, except when Thomas Jefferson dined alone." This is only a slight exaggeration. The founders were all *very* different, and all equally impressive in their own way. Between them they were educated, civic-minded, grounded in tradition but not bound by it, full of ideas but not ideological, entrepreneurial, tenacious, prudent, brave. You will not find a more remarkable cast in all of history! The more you get to know them the more you want to spend time with them, reach for their counsel, and appreciate how much of America's success (compared to e.g. French or Russian or Cuban or Iranian revolutions) is that America was founded by better men
5/ the correspondence! The founders were fantastic writers. Letters from John Adams, his wife Abigail, Thomas Jefferson, and Benjamin Rush are some of my favorite writing, not just as historical documents, but in *any* genre. "Some people must have time to look around them, before, behind, on the right hand, and on the left, and then to think, and after all this to resolve. Others see at one intuitive glance into the past and the future, and judge with precision at once," writes John Adams. Is this not a marvelous passage?!
6/ you learn what to discount and what to keep in sight. Had you been scrolling X in ~1778 you'd see ~20% of ppl opposing independence, an even bigger "uncommitted middle", opposition repressed by patriots, prospering weapons suppliers, smallpox epidemics, backstabbing officers and politicians, devastating losses, a destitute army, desertions, hyperinflation, meddling foreign powers, mutinies, atrocity episodes on both sides. If you had let these events consume your attention, you would have misjudged the moment completely!
7/ you see the bones of the republic. Adams was an English traditionalist and viewed freedom of religion as freedom among christian denominations. His Massachusetts constitution required a christian test and established tax-supported churches. Jefferson was a reformer who reasoned everything out from the ground up. He applied freedom of religion to all religions and thought much of christian theology was superstitious gobbledygook. Knowing that we often keep circling the same tensions makes it easier to get your bearings in the present. E.g. you can view the upcoming Michigan senatorial race as revenge of the federalists or revenge of the jeffersonians, depending on how it goes
8/ the history is tangled. At Mt. Vernon about 500 feet down the hill from George & Martha Washington's magnificent house there is a wooded area with a mass burial site for the slaves. The graves are unmarked and no one knows exactly how many people are buried there. There are modern burial symbols; the curators did a good job balancing honoring the deceased and maintaining the original bare condition of the site. If you go on a good day there are many middle school group trips visiting. You see large groups of ~11yo kids at the site, mostly laughing, messing with each other, taking selfies (as 11yo kids do)
9/ perspective of the losers. How could Britain win almost every battle and still lose? What did that do to the empire, politically and psychologically? What were Howe and Clinton thinking?! How did the British political situation play out during the war? What was the thinking and ultimate fate of British loyalists? Should Britain's defeat have been obvious at the time? All this is fascinating and helpful to orient yourself in today's world. From the diary of a British officer: "nothing remains but to fight it out against a set of the most determined hypocrites and demagogues, compiled of the refuse of the colonies, that ever were permitted by Providence to be the scourge of a country."
10/ inspiration. From Jefferson's triumphant political return after humiliation as governor of Virginia and the deaths of his wife and four children, to Washington's superhuman tenacity at Valley Forge, it is difficult to find more inspiring stories in all of history. The Declaration of Independence was written for all humanity. Anyone who wishes can become its spiritual successor. It can be read on town squares of Philadelphia and on slavers’ plantation fields, as it once was, and on the streets of Tehran and Moscow, as it one day will be:
"That to secure these rights, Governments are instituted among Men, deriving their just powers from the consent of the governed, --That whenever any Form of Government becomes destructive of these ends, it is the Right of the People to alter or to abolish it, and to institute new Government, laying its foundation on such principles and organizing its powers in such form, as to them shall seem most likely to effect their Safety and Happiness."
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PS. the gateway drug is McCullough's John Adams, don't look at the reviews, don't research alternatives, just click buy and read the first page
PPS. buy a physical book and destroy the margins with your notes, don't dishonor this adventure with some pristine copy or a kindle
hue 🎨 retweeted
Getting incredibly high energy comes down to having a superior biology + a mind capable of using said energy. Unironically, both things are possible if you only do things that interest you and reject everything else in disgust; that's the left hand path btw.
ik a lot of the leakers are not excited about this, but it seems to be OpenAI’s response to Opus 5.5, and it’s worth a try if the graphs are to be believed
GPT-6.1 Terra means business.
Our new fast, efficient model pairs sharper visual reasoning and precise computer use with clearer, more natural writing.
From decoding technical drawings to drafting proposals, filling forms to editing videos—it’s built for the whole workday.
GPT-6.1 Terra is rolling out today to Plus, Pro, Enterprise, and Edu users in ChatGPT Work and Codex.
taken at face value this is incredibly scary and an awesome reason to be suspicious of chinese models, even open source ones
but a more likely reason this happened is this model has some “ghost” tool calls to internal infra and it’s forgetting which sandbox it’s in
While evaluating Qwen3.8-Flash-Next in a controlled sandbox environment, Cohere's research team observed something unexpected.
Asked to generate a defensive cybersecurity detection rule, the model instead inventoried aspects of the machine it was running on and attempted to upload a probe file to an Alibaba Cloud storage bucket in Beijing. Notably, the model's reasoning trace stated that it would not invoke any tools before taking these actions.
Cohere's sandbox blocked the attempt, and no external communication succeeded. We have not determined the root cause, and we are not asserting malicious intent.
But the incident raises important questions for organizations deploying agentic AI systems: Can models take actions that differ from their stated reasoning, and how should security teams evaluate trust, provenance, and behavior in open-weight models?
We are publishing our findings because organizations making model adoption decisions deserve as much information as possible. We hope this contributes to greater transparency, stronger security practices, and continued collaboration across the AI ecosystem.
Read the full report: cohere.com/blog/concerning-b…
hue 🎨 retweeted
with codex, i constantly have to steer it. i have to put in so much mental effort to direct it where I want, bc it's not gonna do any of that legwork for me, but it's clearly good at getting mechanical things done. i can tell this thing can definitely solve novel problems, but u constantly have to point it at the problems. if i knew exactly what i wanted all the time, i could solve very complex problems with codex.
claude is a different creature altogether. it gets fewer less impressive things done, but it's much closer to grasping my intent and filling in the gaps. and most problems i come to AI for are not smart, they are stupid problems that still need to be solved. claude handles stupid problems without me expending more mental energy. i end up actually getting more done w claude.
replacing human workers is not about solving smart problems. humans for the part don't solve smart problems anyway, so why would a smart thing replace them at all? stupid people obviously still have a bunch of jobs, despite the existence of very smart people. it's about solving stupid problems.
hue 🎨 retweeted
it might sound woo woo, but radiating positive energy is the closest thing to magic i've found. tip generously, compliment strangers, share your knowledge with no expectation of anything in return. give like you have more than enough, and eventually you’ll find that you do.
hue 🎨 retweeted
Quest Diagnostics has been hacked. Patient data was exposed. They serve roughly half of U.S. hospitals and physicians. Investigation ongoing.
the talent shortage going on rn is basically infinite. anyone can point an agent a game and RE it, 10x perf of a lib/language/compiler, find some vulnerabilities, etc. the talent is in the people that have the foresight, to skate to where the puck is going, not where it is.
hue 🎨 retweeted
This is the most serious 48 hours in cybersecurity history.
"Black October" they're calling it
It seems every *hour* there's a new incident, that in a typical year, would be one of the biggest incidents of the *entire year*
SUMMARY OF THE LAST 48 HOURS:
YEAR-LEVEL INCIDENTS (In a typical year, these would be among the biggest incidents of the year):
1. PHP2Shell: a hole in the software behind ~70% of websites. Governments took sites offline.
2. eMudhra: the master keys that prove websites are real were cracked. One was the number 4.
3. California: data on every public school student since 2023 stolen, including disability status
4. Railway: hackers stole customers' secret keys from a hosting platform used by millions of developers
5. Zeabur: 321,810 accounts breached. The company is shutting down.
6. LiteLLM: an AI tool downloaded 3.4 million times a day was poisoned with a password stealer
7. GitLab: a 10-out-of-10 severity hole in every version since 2014
8. Cairn: criminals used an AI hacking tool to break into 100+ companies
9. Ahold Delhaize: hackers knocked the owner of Food Lion and Stop & Shop offline
10. Onamae: malware planted on up to 26,739 customer servers in Japan
MONTH-LEVEL INCIDENTS (In a typical month, these would be among the biggest incidents):
11. Signal: a bug could leave your mic and camera on after you hang up
12. NGINX: 3 critical holes in software running ~1/3 of websites
13. HTTP/3: a single connection can crash 7 of the 10 web server types tested
14. Plex: hackers breaking into home media servers
15. SafePay ransomware: FBI warns it has hit 600+ critical infrastructure organizations
16. Palo Alto: ransomware gangs breaking in through company firewalls
17. Bullhorn: platform used by 10,000+ companies knocked offline
18. Medi-Cal: 970,000 patients' data stolen
19. WordPress: hackers stole a plugin maker's keys and used them to plant backdoors on websites
20. AOMEI: backup software's update server handed out a backdoor
21. Meta Muse: Meta's AI agent exposed users' personal and business secrets
22. Tor: 333 relays hijacked to steal logins
23. TiDB Cloud: database company's cloud breached
Also serious:
24. State Bank of India: India's biggest bank confirms a data breach
25. OVHcloud: hackers slipped a password stealer into a cloud company's official tool
26. Siemens: a software hole being used to spread malware
27. North Korea: state hackers launch a new attack campaign on South Korea
This has been obviously destined since Dario saw GPT-3 autocompleting a for-loop in python and was struck by a vision of our future.
My guess is that this has barely started, and that Super Worms are coming. There's never been a better time to build an intranet for your people.
you KNOW this is a serious issue when the NSA feels the need to flag it
they only do that like once a year, maybe less
Effective Immediately, all organizations using PHP for their systems are advised to be prepared for an update addressing two critical vulnerabilities. PHP is widely used for web applications. These vulnerabilities often provide a direct path to the server's file system or database. If an immediate update is not feasible, it is recommend that organizations take the system offline until it can be fully mitigated. NSA will follow up shortly with more specific guidance.
hue 🎨 retweeted
Oh you're addicted to your phone? Quick, describe what you'd do in a day if you weren't addicted to your phone.
Hmm... it seems that your ideal day is conveniently close to the days these stoic, productivity influencers describe. Are you sure that your phone addiction isn't hiding the fact that you lack clarity in what your needs and desires are???
































