API and agents: two approaches to page translation

Publication date: 2025-07-18

In TeqCMS, page translations were initially done via API, one file at a time. This method is simple and reliable: one file — one request, and the result is easy to embed into CI/CD.

But recently I tried another option — using an AI agent that handles multiple pages in a single session. The agent can take the overall context of the site into account, translate a series of files sequentially and even make adjustments on the fly.

Both approaches are valuable: the API provides stability and predictability, while agents bring flexibility and allow working in an editorial manner. I see practical benefit in this combination and will continue to develop agent-based translations.