Some stats on #php2shell. In the 10 hours before it was publicly announced, across the @Cloudflare network we saw thousands of attempts to exploit it. That jumped to tens of thousands in the 45 minutes post announcement, hundreds of thousands within 2 hours, and millions now.
Tesla says they have officially started Optimus production in Fremont on their high-volume lines.
"The bots coming off this line are the first production quality bots that we have manufactured. While we will continue to iterate on the hardware and manufacturing process, we have proven that the current manufacturing process for Optimus is suitable for a commercial product."
Making cancer drugs in space because in microgravity the chemistry of crystals forming is more uniform which leads to better performing drugs.
That’s sick as hell. The future is awesome.
Let me explain why is @VardaSpace is such an important company
A patient who has cancer has cells that have proteins that are activated leading to growth, replication and then damage.
Targeted drugs work on these cells in 2 ways:
1. Inhibit the receptor (the protein), essentially jamming its function until the drug wears off. An example is Tamoxifen, used in breast cancer to block oestrogen receptor binding.
2. Degrading the receptor altogether so signalling doesn't work and the cell needs to spend time recreating the receptor before it can work again, an example being Fulvestrant which degrades the receptor itself.
The second option here is important to understand because the effect of it significantly out lasts how long the drug lasts in your system. One type of these drugs is called PROTACs - it's a newer type of cancer drug that destroys these proteins (proteolysis) removing functions often related to cancer signalling.
Now these drugs are complex, 15+ chemical steps and can be upto 4x more heavy than normal drugs. With each molecule taking many shapes, when packed together, they often don't form a uniform lattice shape. On Earth, gravity leads to convection currents that feeds these molecules unevenly into the forming crystal, too fast resulting in non-uniform crystal formation.
These drugs:
- Dissolve poorly when ingested
- Have difficulties crossing cell membranes
- Lead to unpredictable bioavailability
- Require high doses in order to get enough drug in the system
Varda here by @WillBruey and @zebulgar aims to solves this with undisturbed crystal formation growth in microgravity.
With a new purer drug you get:
- Predictable bioavailability
- A more stable drug
- A better outcome for patients
This is Varda
Game changer for chat tab hoarders.
I think this effectively 2-4x’es my usage???
Huge for scheduled tasks too, because now you can let big threads of context pile up and get retriggered after multi hour or day delays. So now your weekly planning thread with 700k preloaded context tokens is super cheap cached price.
Day 16/
You can now cache for 12h in the API and for logged in users across Codex & Work we keep cache forever and you don’t have any penalty for coming back to an old conversation or resuming after a few hours and are now guaranteed to hit the cache.
Oh fascinating. League of legends is being reverse engineer distilled Vibecode attacked to the point they have had to change how game replays work. Model labs aren’t the only ones who need anti distilled patterns now.
@rileybrown Yeah it’s kinda wild the gap.
Not sure of this is simply the training data from customer feedback, or simply a compute and tech lead, but it’s very apparent.
ChatGPT is now the largest medical record sync from hospitals to consumers, passing Apple.
I'm glad we can all access our medical records through the apps we choose. Rightly so!
We're working with Epic and hospitals to reduce the API load on their servers. The current setup is archaic - the equivalent of refreshing your inbox instead of getting a push when email arrives.
FHIR Subscriptions can solve this & reduce strain on the system.
Good point, but I’m not sure it holds for software and media in general.
Owning the customer relationship & how you make people feel and trust you is the one and true final most.
For example Zuck and Elon could make the best Ai but lots of people won’t use either of them simply becuase of their values & other companies.
Though I’m realizing as I’m typing this maybe that’s not the app layer lol.
OpenAI, Anthropic and other leading AI labs face a growing challenge: Better models aren't necessarily attracting more usage. A 10-point intelligence advantage now earns just 20% more developer traffic, down from nearly 69% in late 2025.
Full story: https://t.co/V3pI2VYOLb
I’m just gonna point out that if you are stupid enough to think spam reply bots will work, you are therefore really bad at writing prompts
1. because of the simple fact that goal setting and aiming an AI agent at the most valuable task is probably the #1 skill
2. Becuase they wouldn’t have this problem of needing a bot to write for them if they actually knew how to present themselves and their ideas as interesting. If they are able to get attention in the first place, then they wouldn’t do this. So no surprise the Ai extensions of them act similar, and are uninteresting too.
Peculiar situation where every company wants to vertically integrate Ai software factory stacks, but also every dev tool and model lab is competing for it
Every single Eng leader out there is iterating on some kind of PR autoapprover, coding automations, AI cost optimization, and model switching/eval stuff.
Just a million people doing the same thing.