We can finally say AI isn't killing jobs.
A new paper from me, @tryramp, and @RevelioLabs uses firm-level spend and workforce data across 21K U.S. businesses to measure AI's impact on jobs.
Firms that adopt AI heavily grow headcount 10% over two years following adoption. Low adopters see no statistically significant change.
Render MCP Apps directly in your chat.
Connect any server and its tools show up as interactive, sandboxed components.
𝚗𝚙𝚖 𝚒𝚗𝚜𝚝𝚊𝚕𝚕 @𝚊𝚐-𝚞𝚒/𝚖𝚌𝚙-𝚊𝚙𝚙𝚜-𝚖𝚒𝚍𝚍𝚕𝚎𝚠𝚊𝚛𝚎
Get started ↓
https://t.co/tIxPIbh5NP
This is INSANE.
An Indian high-school student just reverse engineered iPhone-only AirPods features to work on Android and Linux.
100% free and Open-source.
I recently spent a month in Asia, including 10 days in China, where I met with senior policy makers in several countries, and I found that over the past few months, there has been a big shift in the world order. I share my perspective in my latest article.
As always, I welcome your questions and thoughts.
Scientifically it shows that babies/children learn emotions like fear by watching how adults react in these situations. So message can be on these same lines.
AMD CEO LISA SU HELD A MINI PC ON STAGE THAT RUNS A 235B MODEL AND REPLACES YOUR $440/MONTH AI STACK
amd's ryzen ai max+ 395 is the first x86 chip that runs a 200 billion parameter model on one piece of silicon. cpu and gpu share 128gb of unified memory, no separate graphics card needed
the gmktec evo-x2 runs qwen3 235b fully, deepseek v3 comfortably and llama 3.3 70b with headroom. on linux you get 110gb of usable vram out of 128gb
amd claimed the chip beat an nvidia rtx 5080 by more than 3x on deepseek r1 inference. a lunchbox sized pc outrunning a $1,000 discrete gpu on a real ai workload
a heavy ai user pays $200 for claude code max, $200 for chatgpt pro, $20 for cursor and $20 for gemini. that's $5,280 a year and the box pays itself off in 9 to 10 months
install ollama, pull the model, point claude code at localhost. same interface, nothing leaves the machine, nothing costs per request
bookmark this and read the article below
Just discovered that curl has a --json flag. Instead of:
curl-X POST -H 'Content-Type: application/json' -d '{...}' <url>
you can write
curl --json '{...}' <url>
While machines now handle most rice‑planting work in China, small hands are still learning the craft that fed the nation for centuries.
In a scene blending tradition and modernity, kindergarten children step into the fields to experience hand‑planting rice and learn firsthand how food travels from soil to table — an effort aimed at instilling respect for agricultural labor and preserving the nation’s farming heritage despite rapid technological change.
This is the FUTURE.
Local models running on your phone with borrowed compute from your MacBook.
100% free and works with all Open Source models.
https://t.co/S6KeJulpYT
A LINUX KERNEL DEVELOPER PROVED THE THING YOU PUSH CODE TO IS SECRETLY A DATABASE THAT CAN VERSION ALMOST ANYTHING AND THAT MOST DEVS HAVE ONLY EVER TOUCHED A TENTH OF IT
42 minutes from Josh Triplett -- a longtime Linux kernel and Debian developer -- showing that Git is a general-purpose, tamper-evident versioning engine that just happens to be famous for code.
-> The moment it clicks, Git stops being "Where my code lives" and becomes what it really is underneath: a content-addressable store that can version almost anything -- your configs, your notes, your servers' state, entire datasets.
People run whole wikis on it. They version their entire machine's configuration with it. They ship websites by pushing to it. They track data too big to email. None of it is a hack -- it's the same handful of objects you already use for code, pointed somewhere new.
Treating Git as a code-only tool was never the ceiling -> it's a versioning engine for anything, and the people who see that automate what the rest of the team still does by hand. And as AI agents start spitting out not just code but configs, docs and data, the one system that can version and audit all of it at once is already sitting on your machine.
You learned five commands to survive. This is the talk that shows you were standing on top of a database the whole time.
It changes what you think the tool is even for.
Bookmark & Watch it today ↓