AI
Saphira Linux aiDragon
A practical Saphira workspace for AI agents: your code, services, databases and tools stay under your control, while the model can run wherever it works best.

Useful access, used thoughtfully
Give agents the context and permissions appropriate to the task. Let them inspect code, run builds and tests, and use Git so changes are reviewable and recoverable. Connect them to databases when that helps, using read-only access where writing is unnecessary and allowing suitable write access in development environments. Keep production access deliberately constrained.
AI agents can make mistakes, just as people and ordinary automation can. The useful response is not fear: use version control, backups, sensible permissions, environment separation and verification for consequential changes. Those are normal systems-administration practices, and AI makes them even more valuable.