Notion agents can run 24 hours straight now. Mine needs a coffee break after 20 minutes 😂
Replying to @NotionHQ
We rebuilt our agent harness. Again.
Notion Agents now have their own computer and browser, smarter context management, and a new “Review for me” mode with safety checks.
They can work on tasks for up to 24 hours. And chats load up to 50% faster on mobile.
If people bail after line one, the timeline knows now.
Good news for anybody who actually has something to say.
Greptile has raised a $50M Series B led by Menlo Ventures. The round values the company at $750M.
Greptile reviews and tests more than 1% of all PRs opened on GitHub every day. Thousands of engineering teams including Nvidia, Coinbase, Decagon, and Vanta use Greptile as their independent and central validation layer.
Fewer than 50 people, we are a small, talent-dense team of engineers and researchers in a quiet corner of San Francisco. If you’re interested in joining us, we’d love to hear from you.
Giving the good stuff away for free is how Linux ended up everywhere.
DeepSeek just ran that play with the software that runs their AI.
Watch how many startups are on it by Christmas.
🚀 Introducing DeepInfer, our in-house inference framework, now fully open source!
Powering DeepSeek-V4.1-Flash at scale with high throughput and low latency. We’re sharing our production stack to help the community lower compute costs, reduce energy use, and make AI more affordable.
🔗 github.com/deepseek-ai/DeepI…
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Zuck and Apple teaming up was not on our 2026 bingo card 😂 This is like Drake and Kendrick dropping a joint album.
Muse Spark Open -- weights releasing today -- runs great on new Mac Studios thanks to work with @johnternus and Apple.
The @McDonalds touchscreen was the warm-up. Now @Square has a kiosk you just talk to like it's your homie behind the register.
we made a kiosk. we made it really smart. you can talk to it if you want. and it looks pretty good too.
squ.re/kiosk
Computers went from filling a whole room to clipping on your shirt, and we still can't decide where it goes.
My money's on whatever doesn't make you look like a cyborg at brunch.
one of the weirder things about the AI hardware race is that we’re watching companies try to figure out where the computer should actually live
on your face? on your wrist? clipped to your shirt? stuck to the back of your phone?
feels like nobody has figured out what personal devices are supposed to look like yet
Tech bros: we need $100B in new data centers.
A closet full of idle MacBooks: hold my charger.
Paparazzi spotted @Muse today
Apple's almost never first.
They just keep asking the same question they've asked since the Apple II: what does the customer actually want?
87% of teens own an iPhone. Nearly 30% plan to upgrade in the next six months.
Apple doesn't need to win the spec war. They already won the group chat.
Every AI lab ever: "introducing the world's most powerful model"
Tech bros: "yesss another reason for me to ignore my wife and kids"
@Apple : a family ad about the chaos of a regular weeknight
Tech bros: "This is the worst ad I've ever seen, and it makes me hate my family"
Building for 0.001% of people is a flex, BUT making everyday life a little easier is how you win big.
Every AI lab: "Introducing the world's most powerful model."
@Apple : Here's your family on a Tuesday night.
Regarding the recent Deno acquisition: Edge Functions are built on the Deno runtime today, but importantly, we operate our own infrastructure and don't depend on Deno's hosted services. While Deno is winding down active development over the next year, the Deno team has committed to contributing bug and security fixes until then. And we'll continue our work with the Deno team to incorporate critical improvements to the Edge Function runtime during this transition.
Our next-generation offering, Compute, is already in an advanced stage of development and will support Deno as well as other runtimes like Node.js and Bun. We'll provide a seamless migration path from Edge Functions to Compute. Our goal is to make Compute available for new workloads and existing Edge Functions well before Deno's support window closes.
Existing Edge Functions will continue to be supported, and there's no need to migrate today, and no need to stop writing them. Longer term, Compute will give you more flexibility in choosing your runtime, and we expect it to become the recommended path for new workloads.
We don't have a public timeline to share yet, but we'll provide updates as soon as we do.
supabase.com/compute
Continuous fuzzing finds real bugs, but it still needs someone to write harnesses, watch coverage, and triage every crash.
The GitHub Security Lab built the Fuzzing Taskflow to give that loop to an agent. You point it at a C or C++ repository, and it identifies entrypoints, analyzes the build, crafts harnesses, runs the AFL++ fuzzer, reads coverage, and creates a vulnerability report for each unique bug.
Check out how the pipeline works end to end 🔍
github.blog/security/applica…























