AI-assisted development
A clear note on how generative AI tools supported the construction and review of this portfolio.
This portfolio and part of the associated technical documentation were developed with support from generative AI tools, mainly Codex, used as an implementation, review and documentation assistant.
The architectural direction, problem selection, technical validation, public content curation and publication decisions remain human responsibilities.
Codex was used to accelerate concrete tasks such as static HTML/CSS drafting, portfolio structure review, synthetic JSON example creation, documentation improvements, internal link checks and support for technical audit prompts.
AI assistance does not replace technical review. All published content has been filtered to avoid exposing secrets, local paths, tokens, real logs, private corpora or sensitive documentation.
This disclosure is included to keep the construction process transparent and traceable.