The Archive

Long-form, obsessively researched.

Essays, tutorials, and frameworks at the intersection of AI tools and systems thinking.

AI· Oct 10 · 7 min read

The Deskilling Ledger: What You Lose Every Time You Let AI Think For You

CHI 2025 found 40% of AI-assisted tasks involved zero critical thinking. A framework for understanding cognitive offloading costs — and when the tradeoff is worth it.

AI· Oct 10 · 7 min read

The 5.5% Inconvenient Truth About Enterprise AI ROI

McKinsey found 88% of orgs use AI but only 5.5% achieve real business impact. A structural analysis of why most enterprise AI investment produces no measurable value.

AI· Oct 10 · 7 min read

The 19% Problem: Why Your AI-Assisted Code Is Slower Than You Think

METR's RCT found developers 19% slower with AI despite predicting 20% faster. A rigorous look at the 39-point perception gap and what it means for your workflow.

AI· Oct 10 · 5 min read

10 Shifts in AI Operational Mindset You Need in 2025

Most teams use AI wrong—not bad tools, but bad mental models. Here are 10 operational mindset shifts separating teams capturing real value from those stuck

AI· Oct 10 · 4 min read

AI Fatigue Is Real — Here’s How to Beat It Before It Beats Your Team

AI fatigue is killing adoption in teams that should be thriving. Here's how to spot it, understand why it actually happens, and fix it before it becomes a

AI· Oct 10 · 4 min read

Superagency: What It Actually Means When AI Empowers Individuals, Not Just Companies

McKinsey's 'superagency' concept gets thrown around a lot. Here's what it actually means in practice — and why most organizations are completely missing th

AI· Oct 10 · 4 min read

The Digital Mindset Framework Leaders Actually Need (Not What HBR Tells Them)

HBR's digital mindset frameworks sound good in theory. Here's what they get right, what they miss entirely, and what a digital mindset actually requires in

AI· Oct 10 · 4 min read

How to Build AI Muscle in a Small Business Without a Data Science Team

Small businesses don't need data scientists to build real AI capability. Here's a practical framework for building AI muscle that scales with your team—sta

AI· Oct 10 · 4 min read

What McKinsey’s Athlete Mindset Model Gets Right — And Wrong — About Digital Transformation

McKinsey's athlete mindset framework for digital transformation contains real insight — and a significant blind spot. Here's an honest breakdown of what wo

AI· Oct 10 · 2 min read

AI Generated Summaries for Market Research: What Actually Works

AI can cut market research summary time from hours to minutes—but most teams are using it wrong. Here's what actually works, what breaks silently, and how