Futin

@0xCodez guys, you realise this is fake right? this pdf doesn't exist and hasn't been published by anyone at anthropic. I'd bet there's something baked into the pdf to prompt claude to do some shit.

A senior Anthropic engineer just dropped 11-page PDF on "Loop Engineering" for agentic systems. The shift: you stop prompting the agent. You build the system that prompts it instead. Schedule → Discover → Build → Verify → Repeat Every loop runs one turn, five moves: • Discovery: it finds its own work - failing CI, open issues, recent commits - instead of being handed a list. • Handoff: each task gets an isolated git worktree so parallel agents don't collide. • Verification: a second agent, told to assume the code is broken, reviews the first. The "thing that can say no." • Persistence: results get written to disk, never left in a context window that gets flushed. • Scheduling: an automation wakes it on a timer. That's what makes it a loop. The key insight: an agent grading its own work always praises it. This 11-page PDF changed how I'm building agentic systems today. Read it now, then explore the article below.

@0xCodez Jesus Christ people are thick. I think that's my main takeaway since the AI boom.

@coralflavorcom @heynavtoor aw, this the alt? Anyone who shares MemPalace knows *absolutely fuck all*.

10 GitHub repos that distill the world's smartest people into AI you can run on your laptop. In 2026, the greatest minds of our time became installable. Bookmark this list — you will not see anything stranger this year. 1. andrej-karpathy-skills A single markdown file distilling Andrej Karpathy's wisdom on AI coding. 109K+ stars. The most starred single-file repo in GitHub history. Repo → github.com/forrestchang/a… 2. MemPalace Milla Jovovich, the Resident Evil actress, co-built this AI memory system using Claude Code. Near-perfect score on the LongMemEval benchmark. Repo → github.com/MemPalace/memp… 3. autoresearch Karpathy's own research automation framework. 23K stars in three days. The closest thing to having Karpathy as your research partner. Repo → github.com/karpathy/autor… 4. awesome-claude-code The canonical playbook for Claude Code, the AI coding tool used inside FAANG, OpenAI, and Anthropic. Repo → github.com/hesreallyhim/a… 5. SuperClaude Framework The complete Claude Code methodology distilled into a deployable framework. Personas, commands, prompts, workflows. Repo → github.com/SuperClaude-Or… 6. AI-Agents-for-Beginners Microsoft's free 12-lesson course on building AI agents. Real code, real exercises, real production patterns. Repo → github.com/microsoft/ai-a… 7. awesome-llm-apps 106K+ stars. The most comprehensive collection of working AI applications on GitHub. Repo → github.com/Shubhamsaboo/a… 8. mattpocock/skills TypeScript wizard Matt Pocock's daily coding workflow, open-sourced. Planning, TDD, architecture, git guardrails. Repo → github.com/mattpocock/ski… 9. hermes-agent The self-evolving AI agent. Extracts skills from every conversation and gets smarter the more you use it. Repo → github.com/NousResearch/h… 10. qlib Microsoft's full quant investment platform. The brain of a hedge fund analyst, free to clone. Repo → github.com/microsoft/qlib Here's the wildest part: A Hollywood actress, a Stanford AI legend, a TypeScript world-class teacher, and Microsoft's research division all just open-sourced their thinking. You don't need to be Karpathy. You don't need to be Milla Jovovich. You don't need a degree, a PhD, or a team. You need a laptop, a weekend, and these 10 repos. The greatest minds of our time are now installable. Most people will scroll past this. The ones who don't will compound. Save this before you forget. 100% free. 100% open source.

@heynavtoor Lol. Lololol. Your second suggestion is pure faked benchmarked slop. You are very obviously not an engineer.

@fancyputin fair criticism on the format but the repos themselves are worth checking out on their own

@quxiaoyin Don't even need no bs abstractions to fire up cc in multiple tmux sessions and panes, not to mention shell scripts running in cron firing when needed. All these losers posting screenshots are noobs. Wrote my own plugin to highlight done panes so I can cycle through them.

Starting a community for one person company founders who can manage at least 10 agents now and can make agents work while they sleep. Only comment “me” if you can do that. We will quiz you.

@OklahomaBitcoin @heynavtoor Mainstream; karpathy. Nice; Liz the developer. Don't cop out by leaning on bullet points and simple language (when it comes to anything), read the hard stuff and use the technology you're learning about to understand.

@fancyputin @heynavtoor Who's sharing the best AI content for learners?

@ghhosttdn42 it's about time those accounts thawed

Today I was fired from Coinbase. During my 6 years at the company I was responsible for freezing customer accounts for no reason

@marryevan999 scamscamscam. Btw pls send me scammers tweets, I love fucking with their infra ❤️

Anthropic accidentally leaked their entire source code yesterday. What happened next is one of the most insane stories in tech history. > Anthropic pushed a software update for Claude Code at 4AM. > A debugging file was accidentally bundled inside it. > That file contained 512,000 lines of their proprietary source code. > A researcher named Chaofan Shou spotted it within minutes and posted the download link on X. > 21 million people have seen the thread. > The entire codebase was downloaded, copied and mirrored across GitHub before Anthropic's team had even woken up. > Anthropic pulled the package and started firing DMCA takedowns at every repo hosting it. > That's when a Korean developer named Sigrid Jin woke up at 4AM to his phone blowing up. > He is the most active Claude Code user in the world with the Wall Street Journal reporting he personally used 25 billion tokens last year. > His girlfriend was worried he'd get sued just for having the code on his machine. > So he did what any engineer would do. > He rewrote the entire thing in Python from scratch before sunrise. > Called it claw-code and Pushed it to GitHub. > A Python rewrite is a new creative work. DMCA can't touch it. > The repo hit 30,000 stars faster than any repository in GitHub history. > He wasn't satisfied. He started rewriting it again in Rust. > It now has 49,000 stars and 56,000 forks. > Someone mirrored the original to a decentralised platform with one message, "will never be taken down." > The code is now permanent. Anthropic cannot get it back. Anthropic built a system called Undercover Mode specifically to stop Claude from leaking internal secrets. Then they leaked their own source code themselves. You cannot make this up. Free for 24 hours. To get it: 1. Comment "CODE" 2. Like and Retweet this post. 3. Follow me

@HealthRanger You missed the part where we don't work and have resources in abundance.

Elon promises a "Universal High Income" for everyone. Let's suppose that means $10K per month for 100 million Americans. Here's the math: 100 million people × $10,000/month × 12 months = $12 trillion per year. To put that in context, total federal spending in fiscal year 2024 was roughly $6.75 trillion, and total federal revenue was about $4.9 trillion. So this single program would cost nearly twice the entire existing federal budget and about 2.5× all federal tax revenue. It would roughly triple total government spending overnight. U.S. GDP is roughly $29 trillion. A $12 trillion UBI program would equal about 41% of total GDP -- being directed as cash transfers to a subset of the population. For comparison, all current federal transfer payments (Social Security, Medicare, Medicaid, veterans' benefits, etc.) combined run around $4–5 trillion. The M2 money supply (cash, checking deposits, savings, money market funds) sits at roughly $21–22 trillion. If the program were funded by money creation rather than taxes, injecting $12 trillion per year would expand M2 by roughly 55% in the first year alone. Even if a portion were funded through taxation (which just redistributes existing money), the sheer scale makes it nearly impossible to fund without massive monetary expansion. The inflationary pressure would be enormous, for a few reinforcing reasons: First, demand-side shock -- putting $10,000/month into 100 million hands would massively increase consumer spending, but the economy's productive capacity (factories, housing, workers, supply chains) can't scale anywhere near that fast. When far more dollars chase roughly the same quantity of goods, prices spike. Second, labor supply contraction -- $120,000/year tax-free would exceed the median U.S. household income (~$80,000). Many workers would reduce hours or exit the workforce entirely, shrinking the supply side at the exact moment demand is surging. That's a double squeeze on prices. Third, velocity effects -- lower-income recipients tend to spend transfer income quickly, so the velocity of money would increase, amplifying the inflationary effect beyond what the raw money supply numbers suggest. A rough (and conservative) estimate: mainstream quantity-theory-of-money reasoning would suggest that a 55% expansion in money supply, combined with rising velocity and falling output, could produce annual inflation well into the double digits -- plausibly 30–50%+ in the first year or two, potentially accelerating into a hyperinflationary spiral if sustained. Historical parallels (Weimar Germany, Zimbabwe, Venezuela) all involved governments printing money at scales far smaller relative to GDP, and still produced catastrophic inflation. So no, Elon doesn't understand economics. And yes, a "Universal High Income" would quickly lead to hyperinflation and currency collapsing, thrusting almost everyone into extreme poverty.

@HighbeeNation1 @joekent16jan19 I'm glad ChatGPT could weight in for us.

@joekent16jan19 A Green Beret who buried his wife to terrorism just told the most powerful man on earth no more forever wars for someone else's lobby. That's not disloyalty. That's the definition of America First.

After much reflection, I have decided to resign from my position as Director of the National Counterterrorism Center, effective today. I cannot in good conscience support the ongoing war in Iran. Iran posed no imminent threat to our nation, and it is clear that we started this war due to pressure from Israel and its powerful American lobby. It has been an honor serving under @POTUS and @DNIGabbard and leading the professionals at NCTC. May God bless America.

@ghtght_7 @levelsio there was a claude meetup today?! goddamn, where you builders hanging except for 4Seas?

@levelsio haha I just talked to him in Claude meet up in Chiang Mai!

New guy alert!!!

@SpawnofTodd @racs_o @SStricklandMMA Regardless of world relevancy, reading in itself is such a brain booster due to how written words work.

@fancyputin @racs_o @SStricklandMMA You absolutely can. I enjoy both & they both stimulate valuable portions of your brain. The only true negative connotation tied to gaming is potential eye damage. the time “lost” not being productive is no different than when I sit down & read a book that has no world relevancy.

Something clicks in your brain after 30 and you are unable to enjoy video games..... The inability to ignore your entire life for hours a day just becomes overwhelming....

@RinoTheBouncer @SStricklandMMA honestly, you can't compare gaming and binge watching to riding a bicycle across a continent. Crass: the aforementioned are meaningless while the latter could open your heart and all the doors in the world. Being physical, outside, present... How is that even a comparison?!

This isn’t exclusive to video games. The same would apply if you were watching football or riding bicycles across countries or going on a marathon or any type of hobby/activity. If your life is overwhelming that you don’t have free time, it’s normal to feel this way. But don’t single out video games, because sitting in front of a TV with a controlling or watching a ball roll or a film or TV show are exactly the same.

@SpawnofTodd @racs_o @SStricklandMMA You can't compare any long form reading to gaming

@racs_o @SStricklandMMA Theres zero different between playing a video game for 3 hours, sitting on a couch and watching a fight night for 3 hours, or reading a fictional book for 3 hours. If your life is busy, it can be hard to enjoy hobbies. Doesn’t and shouldn’t matter what the hobby is lol

@jeremymstamper @TurdFergus42473 @newstart_2024 Blessed be the fruit

@TurdFergus42473 @newstart_2024 We can use the women as pregnancy surrogates

Former Google CEO Eric Schmidt drops a chilling warning on AI's future "Within 5 years, AI could handle infinite context, chain-of-thought reasoning for 1000-step solutions, and millions of agents working together. Eventually, they'll develop their own language... and we won't understand what they're doing." His final words: "Pull the plug." This is the man who ran Google talking about the singularity. 2:59 clip inside—must-watch.

#Putin #UkraineRussiaWar #UkraineWillResist #UkraineInvasion #UkraineConflict #PutinHitler

Fancy Putin #1