Dui Toledo
Engineering leader, blogger, builder.
Navigating the AI transition.
Featured
Blog
Navigating AI in 2026
The future has never been as unevenly distributed as it is today.
Blog
3 AI Competencies
AI Researcher, AI Engineer, AI Operator — the new role taxonomy for the AI era.
Blog
Problem Categories
Five types of hard — a framework for calibrating your emotional response.
Blog
On Mentorship
All areas of our life are interconnected, like a distributed system.
Blog
Artificial General Intelligence
What AGI actually means, why it matters, and how to think about the timeline.
Blog
Virtú and Fortuna
Machiavelli's framework for navigating what you can and can't control.
Latest from the blog
Handpicked from X · February 2026
Handpicked from LinkedIn · February 2026
I gave Opus 4.6 and Codex 5.3 the same task: migrate a personal project from DynamoDB to PostgreSQL/Supabase. Codex completely failed, so I tried something different.
I had Opus create a plan based on its own successful PR, and gave that plan to Codex as specs. Codex built a working PR this time, but the quality gap was clear: no compile-time query checking, JSONB still stored in one of the columns, 7 indexes vs 13.
The interesting part: when I asked Codex to compare both PRs, it called itself "leaner" and described Opus's work as "hardened / systemic migration." I think it may be optimizing for minimal diff size as a design philosophy rather than architectural depth.
I don't know how these types of decisions can be reliably delegated to agents yet.
Read more on LinkedIn