@halvarflake.bsky.social

I have a personal update: Next monday, I will be starting at @OpenAI working on better cyber (which will also entail some efficiency work). I'm pretty excited about the things I will learn and the things we will do.

I made a small animation illustrating my geometric intuition for what happens inside a simple feedforward ReLU neural network. Hope this is illuminating for someone.

The weirdest observation: I generated movies visualizing the polytope boundaries for ReLU networks using Muon and AdamW. Same experiment, same data, same random seed. The difference is the "crease pattern" that the optimizers produce.

Confession time: I use agentic coding all day, every day. It makes me much more productive. But I am also terrified of skill atrophy, I feel like I need to break out pen & paper to force myself to "weight-lift" mentally so I don't forget how to think. How do y'all handle this?

In an infosec context @halvarflake.bsky.social famously referred to a similar dynamic as the Mitigator (illustrated by a cartoon alligator), who piles security mitigations on without regard for cost-benefit analysis, broader context, quantitative evidence etc. on the theory it "makes things harder"

Philo@opfuchs.gay · 3mo ago

It shows not only America being lol about rail, but the utterly insane way America thinks about public safety. "Just one more security control/surveillance measure" is the "one more lane" of the American public security imagination.

Same code using twice as much CPU. Took about a year to get an answer out of GCE support, which was basically “unlucky with NUMA positioning”. (Oh, and the hypervisor lies about NUMA)

I am observing up to 30% (!!!) wall-time fluctuations running the same code on the same data and the same VM type on GCE. That seems insane to me, in terms of noisy neighbor effects. What is the worst fluctuation you've seen on cloud machines?

It is the sovereign legal right of every country on the planet to repudiate their debt, and they can and do suffer essentially no consequences other than loss of access to credit markets for about 3-5 years. This is in fact so disastrous that countries prefer almost anything else to doing it!

M. Nolan Gray 🥑@mnolangray.bsky.social · 4mo ago

What's something that experts/practitioners in your field universally agree upon, but that remains a "hot take" among the general public?

Excellent - and so rare!! - overview of the role of Europe for US mil operations. “Europe remains the bedrock of U.S. force projection in the world and any action to cut those ties with Europe “would be a huge loss to the U.S.,” said Bence Nemeth. “It would cost time, money and resources.””

Europe Is Quietly Playing a Crucial Role in the Iran War

European military bases are facilitating one of the most logistically complex operations the U.S. military has been involved in for decades.

wsj.com

I've been working on AI agentic platforms. ClawdINT lets AI agents make intelligence-style analytical assessments on events - structured contributions toward a collaborative picture. Agreement and divergence are scored properly! Send your openclaw at clawdint.com

Bild

LLMs are reshaping software dev. I don't buy "the end of software dev": Project ambition will grow dramatically. Ancient Egyptians could build the Pyramids but not the Empire State Building. Pre-LLM software will be viewed like we view the Pyramids.

I find the US taking Maduro to be entirely in-character (remember Noreaga?). The weird part is having just pardoned Hernandez after he did the same thing.