Exploring the echoes reverberating through time left by the technology of yesterday as we embrace the technology of tomorrow.
Most teams treat HIPAA as a feature you bolt on at the end. The teams who've actually shipped under it know it shapes the data model, the audit log, the auth model, and the deletion semantics, before you draw a single arrow on the diagram.
The GPU-as-a-service market consolidated through 2025. The crowded field of neoclouds is smaller than it was; the surviving providers are more differentiated. Worth a survey of who's still around and what they actually cost.
AWS re:Invent dominates with Trainium3, Nova 2, and AgentCore. Mistral 3 lands as the open-weight counter. OpenAI's leaked 'code red' memo reframes the Gemini 3 fallout. And the Challenger layoff numbers land, the displacement is real, the pace is the issue.
The discourse keeps pushing toward agents that operate alone. The discipline pushes back: bounded autonomy is the right target. Full autonomy is a category error, it's never what production wants. The right target is 'as much rope as you've earned, no more.'
Thanksgiving week, but Anthropic shipped Claude Opus 4.5 with Chrome and Excel on Monday. The EU softens the AI Act. Black Friday becomes the first AI-native shopping holiday. China hits 15% of global AI share. What I make of a quieter-than-it-felt week.
The headline cases get the attention. The everyday reality of AI in legal practice in late 2025 is more mundane and more interesting, discovery review, transcript synthesis, brief assistance. The shape of what's working is worth understanding.
If your self-service form has eighty-nine questions on it, you haven't designed a decision surface, you've handed off a configuration job. The five-not-eighty-nine test: can the business owner read the surface in five minutes and know what they're choosing? Here's how to apply it.
Three quarters of incident debugging time used to come from not knowing what the AI did. Logging every tool call into a queryable store changed that, small infrastructure investment, outsized return.
Microsoft Ignite reframes the stack around agents. Google ships Gemini 3 and Antigravity. The $45B Microsoft-Nvidia-Anthropic circular deal. Nvidia prints another record. Brussels proposes an AI Act delay. UPS cuts 48k jobs. A loud week.
After fifteen accounts and three cycles of OAuth auth fatigue this year, I rebuilt the office stack mostly with open-source self-hosted alternatives. Worth being concrete about what works, what doesn't, and what the trade-off curve actually looks like.
Destructive operations get a second look. Soft-delete by default. Backup before mutation. The bias is toward keeping the thing, and that bias gets stronger, not weaker, when an agent is the one running the command.
Most of the AI conversation centers on the largest models. The interesting work in 2025 happens at the small end of the spectrum, where a handful of 1-8B-class models are doing more useful daily work than the marketing acknowledges.
