
Dean Hamstead
6.4K posts

Dean Hamstead
@PerlDean
Dean coding in Perl. Probably won't follow you. This account won't tweet or retweet politics.



Do you know what's crazy about Google deleting Railway's account accidentally? It's not the first time they've done it.


We are working to restore the Google Cloud infrastructure that powers our dashboard, API, and internal network's control plane. We are in direct contact with Google Cloud's support team. We do not have an ETA at this time. We will continue to post updates on status.railway.com








Atlassian fired the engineer who built their infrastructure his response? he revealed the entire playbook👀

AI PROMPTING → AI VERIFYING AI prompting scales, because prompting is just typing. But AI verifying doesn’t scale, because verifying AI output involves much more than just typing. Sometimes you can verify by eye, which is why AI is great for frontend, images, and video. But for anything subtle, you need to read the code or text deeply — and that means knowing the topic well enough to correct the AI. Researchers are well aware of this, which is why there’s so much work on evals and hallucination. However, the concept of verification as the bottleneck for AI users is under-discussed. Yes, you can try formal verification, or critic models where one AI checks another, or other techniques. But to even be aware of the issue as a first class problem is half the battle. For users: AI verifying is as important as AI prompting.















