Written for leaders who must set rules and fund work: how capability, risk, and organizational reality interact, and what that implies for standards, oversight, and adoption. Content is grounded in practice and informed by primary research.

Policy

Building a High-Agency Workforce March 2026 AI intensifies work and your best engineers are the most likely to leave. How to retain high-agency software engineers, prevent developer burnout, and invest in junior talent.
A Context Engineering Investment Framework March 2026 A framework for allocating your time and attention across AI tooling and workflows: Rules, Commands, Skills, Hooks, and Subagents.

Software Architecture for AI Agents: Designing for Permanent Absence March 2026 Why nanoservices, once an antipattern, are the architecture that AI-driven development requires. Non-deterministic builders need units small enough to verify autonomously.
The Future of Context Engineering February 2026 The human brain faced many of the same constraints that limit today's large language models. This essay builds a framework for the direction LLMs will evolve by examining how the brain solved those problems first.
Shell Theory: A Model That Explains When AI Replaces Programmers January 2026 AI raises everyone's baseline but creates a gap between those it amplifies and those it replaces. Shell Theory explains why the answer depends on agency, not just experience.

Nanoservices and AI: Why the Anti-Pattern Becomes the Architecture April 2026 Emergence theory explains why the architecture that was too expensive for human builders is the right one for AI.
The Junior Developer of the Future March 2026 AI is taking entry-level tasks, not entry-level careers. Why agency, not experience, determines whether junior developers are replaced or amplified.
A Theoretical View on ‘Something Big is Happening’ February 2026 Why viral AI narratives deserve more scrutiny, not less—especially when they are written with the very technology they celebrate.

A diagnostic for individuals and team leaders: find out whether AI is amplifying your skills or turning you into a vessel.

Tech Lead on the AI & Innovation team at Suitsupply; opinions here are my own.