Published Soursen pieces tagged claude, with the standfirst, the beat and the day the piece went up. Every fact is checked against the source.
Security
A permission shortcut saves the exact command you approved, password included, into a project file that often gets committed. The bigger lesson is that AI coding agents have created new places for secrets to hide, and the usual scanners are not looking there.
Linux & open source
The kernel just took in nearly 20,000 commits in one cycle, a record. The reason is the same force straining its maintainers, AI. The release is the clearest look yet at what that help gives and what it costs.
Developer tools
On 31 October 2026 one of the people who helped build modern AI put up a YouTube clone sourced from 20 years of Hacker News comments. He wrote almost none of the code himself. The build is a small thing. What it says about who can ship software now is not.
Security
Proton, the encrypted email company that sells itself on taking security seriously, had its CEO tell an employee that asking for a few days of security testing before shipping AI written code was “bullshit and loser thinking,” according to 404 Media. The CTO says about 90% of Proton’s code is now written by AI. I think the story matters less for what Proton did and more for the exact contradiction it exposes.
Developer tools
Cisco’s president gave a 27-year-old engineer unlimited AI tokens and 24 months to refactor 98% of the company’s legacy code, with 4 weeks to prove it can work at all. I think the headline number is a motivational target rather than an engineering estimate, and the more interesting story is what it says about who companies now trust with the keys.
AI & GPU compute
The numbers coming out of the AI industry are the biggest in the history of technology, and a growing group of analysts thinks that is the problem. I went through the real figures behind the bubble debate, Anthropic’s revenue, the infrastructure commitments, the debt, the falling cost of intelligence, and who is actually paying, because the case for a correction and the case against it both rest on the same facts.
Security
Chinese labs ran nearly 200 million exchanges through Claude. A weapons cell in Yemen used it as an engineering team. Here is what holds up, and where the skepticism is fair.
AI & GPU compute
There is a specific moment happening in AI pricing right now that is worth understanding clearly, because it is the first real signal of how the economics of this entire industry are likely to shift over the next few years.
Developer tools
Let me tell you about the most-starred AI repository of 2026.
AI & GPU compute
There is a gap between how most product managers use AI and how the best ones use it. The majority treat it like a faster search engine. They open a chat window, type a question, get a generic answer, and wonder why the output never quite fits.