Writing on software design, Ruby on Rails development, and AI convergence.

Where I share what I'm exploring in software development, Ruby on Rails, AI, and everything in between.

Rails Security in Times of AI-Driven Scanners

AI-driven scanners now probe small Rails apps for credentials and known exploits. How I use Rack::Attack, fail2ban, Cloudflare, and AI audits to fight back.

Nexo Is Evolving Along With the Series

A pause between parts 7 and 8: four places where running nexo_mail against a real inbox forced the design past what the earlier posts described.

Merging the Sources Into One Digest

Why the merge, dedupe and narration of three email extractions lives in a Nexo skill rather than in Ruby, and the seam for fixing model arithmetic.

The Sandbox and Permission Seams in Nexo

Nexo's four sandbox tiers and four permission modes, and how an email agent gets write access to one folder and nothing else, enforced in code.

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