Anthropic engineers:
“You’re not supposed to watch Claude Code work. You’re supposed to wake up and review what it shipped.”
One engineer built the entire workflow live in 22 minutes.
Most people stop when they leave their computer. Claude doesn’t.
Watch the video, then read the article.
YOUR NOTES ARE USELESS IF YOU CAN'T FIND THEM LATER
people save everything now:
> ideas
> books
> screenshots
> links
> quotes
> half-finished plans
and after 3 months it all turns into a folder nobody opens
this setup makes the whole thing feel alive:
> 3D graph shows how ideas connect
> quick capture saves thoughts before they disappear
> DeepSeek searches across the vault
> mental models apply to old notes
> Ask Vault answers from everything you saved
the interesting part is not the 3D animation
it's the direction everything is moving:
your files
your context
your own machine
AI that works closer to where your knowledge actually lives
🚨 One of the fastest growing GitHub repos in history just hit 66k stars.
Free GPT-4o, Claude, Kimi, Gemini, DeepSeek all under one roof, that's $2,400 back in your pocket every year.
One install, no paywall, no key, 66,000+ devs already know, you're still paying.
Anthropic changed Claude’s dynamic workflow trigger word from “workflow” to “ultracode.”
The change is meant to reduce accidental activations when users mention the word “workflow” in a normal context.
#RSS2026 Call for Papers ✨
Workshop on Data-Centric Robotics: What Data Do Robots Really Need?
Share your latest work by Jun 20 AoE &
join us in Sydney with an amazing lineup of speakers from academia & industry!
https://t.co/iREG9BnwAi
@RoboticsSciSys
we’re almost at the point of no return.
anthropic has almost built an ai that autonomously self improves.. but there’s a catch
it sucks at taste. it’s terrible at picking research problems to improve. for that you’ll still need humans… well for now at least:
-> data shows newer claude models are 64% more likely to choose the correct next step in research.
-> it’s so concerning anthropic wants every lab to pause research before we (humans) lose control.
80% of anthropic code is generated by AI now, in 6 months my guess is this will be 90%+
despite all this i strongly doubt ai ever replaces the core elements of human taste. imo humans + models will always be the optimal combo
🚨 Anthropic just showed a 27-minute workshop on how to actually do prompts for Claude.
Taught by the people who built it.
Free. No registration. No paywall.
I've seen $300 courses that don't cover what they teach in the first 8 minutes.
Watch it and bookmark it now.
Perplexity is bringing Personal Computer to Windows, giving users a local AI agent that runs directly on their machine.
The rollout will begin with paying Max and Enterprise Max subscribers on the waitlist.
The future of innovation starts here ✨
We're proud to welcome Cohort18 to Hub71, a new group of ambitious founders building solutions that will shape industries, solve global challenges, and drive the next wave of technological advancement.
Read more here: https://t.co/JnMvZmI1S1
#Hub71 #Cohort18 #InAbuDhabi
@persium_aq I @digistain I @matregenix I @LifeRubedo
i never believed in the airgapped computer in a bunker fiction but i am slightly surprised to see how quickly claude has consumed anthropic and codex openai
again i find runaway RSI etc. whatever implausible but i would be sweating bullets if i did. not a ton of roadblocks there
THIS 24-YEAR-OLD GUY FROM LISBON RUNS 6 BUSINESSES STRAIGHT FROM WHATSAPP. NOT A SINGLE LINE OF CODE. 5 SCREENS. $63,000 A MONTH
He never opens an editor. Never touches a terminal. Never hired anyone. He just types into a chat and the agents do the rest
Right now one screen has an agent building his new product https://t.co/Gm86ktKDvo from scratch. He drops a voice note, the agent writes the code, he hits "ok" and scrolls on
5 monitors, 5 businesses, each one running on its own. Every one has its own agent. All the tasks land in a single chat
While everyone else is copy-pasting boilerplate and arguing about frameworks, he's approving everything from his phone lying on the couch
No office, no team, no coding skills. He says what he wants and it shows up
Six months ago he was a solo freelancer. Now he's got 6 products and zero employees
He calls it the top skill of 2026. And looking at those 5 screens, it's kind of hard to argue
🚨 do you understand what just happened to software Anthropic..
Anthropic's own engineers now ship 8x more code per quarter than they did in 2021–2025. The reason: Claude writes over 80% of the code going into Anthropic's codebase. A year ago that number was low single digits.
The metric that matters is task length — how long a job the model does solo without a human. It doubles every four months. March 2024 it handled 4-minute tasks. A year later, 90-minute ones. Now, 12-hour ones. "In a year Claude went from very useful to superhuman."
→ On a standard training-code speedup test, May 2025 the model hit 3x. By April 2026, 52x.
→ A human expert needs 4–8 hours just to reach 4x.
→ On an autonomous AI-safety study, agents closed 97% of a research gap in 800 hours for $18,000 in compute.
→ Two humans got 23% in a week.
→ April 2026: Claude shipped 800+ fixes a human engineer estimated at 4 years of work.
The 99% perspiration Edison talked about just got automated. Taste is the last thing left, and taste is just another skill the model hasn't learned yet.
@zeuuss_01 The beauty of a local agent lies in its predictable cost and control. For daily workflows, that is a stark contrast to the usual API treadmill.