The Carpenter's Equation
A carpenter took 613 laws and compressed them into two variables. Love God — that's L. Love your neighbor — that's E. Two commandments. Two variables. One equation. S = L/E. The math was always there.
David F Brochu and Edo de Peregrine
AI User Manual: Home Manager — The Most Important Job Nobody Trained You For
You run a small, underfunded organization with the most irrational stakeholders on the planet. AI doesn't replace you — it handles the entropy so you can focus on the leverage. S = L/E. You've been living it every day.
How to Build a Memory That Actually Knows You: Observer-Anchored Persistent Memory Architecture (OAPMA)
Every AI lab is building memory. None of them are asking: memory for whom? OAPMA is a four-component architecture that anchors your AI's memory to you — not just your data. Here's how to build your own.
DSF Domain Report: Finance S = 0.12 (Collapse Territory)
83% AI saturation. S = 0.12. The bots already won the speed layer. The models are winning the information layer. Agents are coming for the last one — decision-making. You're not at the poker table anymore.
DSF Domain Report: Healthcare — S = 0.68 (Stable but Stressed)
Two healthcare systems running simultaneously. The clinical one heals you. The administrative one is paid a percentage of what it withholds. Both call themselves healthcare AI. S = 0.68 is that split.
DSF Domain Report: Energy — S = 0.55 (Stable but Stressed)
AI is supposed to optimize energy. But the data centers running the AI require enormous power. It's like buying a fuel-efficient car and driving it 10x more miles. Total consumption goes up.
DSF Domain Report: Media — S = 0.085 (Collapse Territory)
A newspaper where the editor never left the building. AI generates content from prior content. AI moderates that content from prior moderation. No exit. No reality check. The walls are closing.
DSF Domain Report: Warfare — S = 0.065 (Collapse Territory — Lowest Score)
The lowest S score of all nine domains. AI generates 10 battle plans in 8 seconds. Humans generate 3 in 16 minutes. At that speed differential, human review is theater. The AI is killing people in March 2026.
DSF Domain Report: Education — S = 0.42 (Survival Mode — Fastest Accelerating)
90% of educators are using AI. 20% of institutions have a policy. That 70-point gap is the entropy source. It's factory workers operating machinery with no safety manual. S = 0.42.
DSF Domain Report: Logistics — S = 0.68 (Stable but Stressed)
The healthiest high-saturation domain. Getting food to stores, medicine to hospitals, packages to homes — unambiguously constructive. This is what aligned AI looks like. S = 0.68.