Dui Toledo

Dui Toledo

Engineering leader, blogger, builder.
Navigating the AI transition.

Sao Paulo, Brazil

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Handpicked from X · February 2026

Handpicked from LinkedIn · February 2026

Dui Toledo
VP of Engineering & Startup Engineer · Feb 12, 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.
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