Digital product with judgment
Thoughts on building clearer, stronger and better resolved experiences across product, interface and implementation.
Blog
Ideas, decisions and applied learning around product and technology.
I write about development, applied AI, architecture and digital product with one clear goal: explain real decisions, useful lessons and meaningful changes in a way that is easy to follow.
Blog
A part of the portfolio built for sharing ideas, decisions and lessons that deserve more than a quick post.
Technology applied for real
Notes on stack choices, architecture, AI and development with a focus on real cases rather than empty trends.
Learning you can actually use
Useful ideas for people working in product, design or development, or simply looking for a clearer way to approach digital projects.
Topics
What you will find here.
Latest posts
Notes that show judgment, process and technical direction.
GitHub Copilot moves to GPT-5.3-Codex as its LTS model for enterprise teams
On March 18, 2026, GitHub announced GPT-5.3-Codex as the first long-term support model for Copilot Business and Enterprise, with a 12-month availability window.
- GitHub Copilot
- GPT-5.3-Codex
- AI
Supabase strengthens its agent and AI workflow layer with Markdown docs and assisted filters
In its March 5, 2026 Developer Update, Supabase highlighted several changes that fit directly into AI-assisted workflows: Markdown-ready docs, reusable prompts and AI-powered table filters.
- Supabase
- AI
- Developer Update
Applied AI in product without the hype: where it adds value and where it does not
Not everything needs an AI layer. The key is knowing when it reduces friction, improves a decision or unlocks a capability that genuinely matters to the user.
- Applied AI
- Digital product
- UX
Choose your stack based on the product, not on trends
PHP, Next.js, FastAPI and React Native are not fighting each other for relevance. Each one fits better depending on the product, the team and the real complexity behind it.
- Stack
- Architecture
- PHP
How to plan a visual and technical refactor without breaking the product
A good refactor is not a rebuild driven by impulse. It is a structured way to identify what is blocking the product, what can be kept and what should be rebuilt to improve clarity, speed and confidence.
- Refactor
- Product design
- Frontend