Digital sovereignty

Local AI: you don’t pay twice, you pay three times

The standard line is that local AI costs you twice, the machine and then the watts, and that’s true. But there’s a third bill, the only one not denominated in euros: the bill for sovereignty, which you sign silently the moment you decide to “ride it out on APIs” for two years while waiting for prices to fall. On top of that, the French watt is among the cleanest on the continent, and the memory spike you’re advised to wait out isn’t weather but a perfectly rational eviction, with no reason to correct itself on its own. A companion to tazmenworld’s buying guide, adding the line the spreadsheet forgets and a reminder that, in a world where memory goes first to wherever the margin is fattest, owning your own is already an act of resistance.

Good Enough, Fifty Times Cheaper: The Theorem Crushing American AI

US export controls were meant to strangle Chinese AI; instead they taught it frugality, and frugality became its pricing weapon. DeepSeek, Qwen, and the swarm of open-weight models now deliver good enough at a fraction of the Western price, which is all it takes to tip the overwhelming majority of use cases. But the market hasn’t tipped where people think: the absolute frontier stays American, and the real moat, distribution, already has the hyperscalers reselling the Chinese commodity on their own compute. For Europe, defaulting to the Hangzhou API means swapping one suzerain for another, when the only real exit, self-hosting open weights, is no free lunch. What remains to be seen is whether the continent will build the conditions, regulatory and industrial, that make this reflex something more than the gesture of an enlightened minority.

Plex, or the Methodical Betrayal of a Community

On May 19, 2026, Plex announces by email that its Lifetime Pass will jump from $249.99 to $749.99 on July 1, justifying the tripling with the software’s “real, ongoing value.” It’s the logical culmination of a drift that began on April 29, 2025, the day remote access, free since 2009, moved behind a monthly paywall. Between the “New Plex Experience” forced through despite the negative feedback, the advertising pushed right into your own library, and an openly claimed pivot toward AVOD streaming, Plex has methodically converted sixteen years of community trust into a monetization lever. Since early 2025, I’ve been running Jellyfin (remote access via Cloudflare Tunnel, iOS audio on Manet, video on Infuse) without a shred of regret. At $750 a promise, it was time to put technical sovereignty back where it should have stayed: at home.

Why the Claude Code leak marks the end of innocence for Anthropic

On March 31, 2026, a forgotten 59.8 MB .map file on npm exposed 512,000 lines of Claude Code’s source. This is no ordinary leak: it lays bare the full architecture of Self-Healing Memory, the three-layer system that tackles context entropy through an unprecedented write discipline. The leak also reveals KAIROS, an asynchronous “daemon mode” that lets the AI consolidate its memory outside any active session, a major break from the reactive paradigm. Worse still: that same morning, between 00:21 and 03:29 UTC, versions 1.14.1 and 0.30.4 of axios, a pillar of Claude Code, were compromised by a Trojan delivered through plain-crypto-js. For Anthropic, which built its brand on rigor, that day proved that a model’s moral alignment guarantees nothing about the operational security of its pipeline.