Soursen

Independent writing on infrastructure, AI, security and crypto.

ai

Published Soursen pieces tagged ai, page 4, with the standfirst and the beat. Every fact is checked against the source.

Banner for “Richard Heart Beat the SEC on a Technicality, Then His Own Tax Office Caught Up With Him in…”

Crypto & markets

Richard Heart Beat the SEC on a Technicality, Then His Own Tax Office Caught Up With Him in…

On 14 October 2026, Turkish police arrested the founder of Hex and PulseChain on an Interpol red notice issued for Finland, which suspects him of gross tax evasion. He had walked away from a $1 billion SEC case 18 months earlier, not because a court cleared him, but because the judge found no US jurisdiction. I went through the whole arc, the sacrifice mechanism, the allegations, the dismissal that was not an acquittal, and a blockchain whose biggest customer was its own founder.

11 min read

Banner for “You Can Build a Serious Home Server for About $1,000, and It Solves a Problem Your Phone Cannot”

Infrastructure

You Can Build a Serious Home Server for About $1,000, and It Solves a Problem Your Phone Cannot

A used enterprise server that cost a company thousands of dollars new sells for around $250 today, and with a few parts you have a private cloud that runs AI agents, stores your photos, records your cameras, and lets you walk through an airport with a phone that holds almost nothing. I went through the exact parts, the real prices in the current memory shortage, and what to actually run on it.

12 min read

Banner for “The Linux Kernel Just Dropped Its AI Disclosure Tag, and the Fight Over It Says More Than the…”

Linux & open source

The Linux Kernel Just Dropped Its AI Disclosure Tag, and the Fight Over It Says More Than the…

At the Maintainer Summit in Prague, the people who run the Linux kernel reached a rough consensus to deprecate the Assisted-by tag, the little line in a commit that says AI helped write it. I went through who proposed it, the real numbers behind it, and the argument it set off, including Linus Torvalds calling the whole idea of AI disclosure rules utterly stupid, because the kernel is quietly becoming one of the most AI touched projects in open source.

12 min read

Banner for “systemd Wants to Know Which App Is Talking to It. That Is a Bigger Deal Than It Sounds”

Linux & open source

systemd Wants to Know Which App Is Talking to It. That Is a Bigger Deal Than It Sounds

A proposed component called systemd-appd would give the Linux desktop a shared way to identify running apps and check their permissions, the thing Android and macOS have had for years. I went through the actual proposal and the debate around it, because the technical fix is reasonable and the question of where it lives is the part people are actually fighting about.

9 min read

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