All essays
May 20, 2026
Teaching My Phone-Based AI Agent to Fix Its Own Mistakes
Error recovery, file persistence, and fallback planning for Julian: a self-hosted assistant on a Galaxy S21.
Error recovery, file persistence, and fallback planning for Julian: a self-hosted assistant on a Galaxy S21.
This essay is being republished on-site. The full Medium version remains available while the complete text is migrated.
Follow the work
New essays by email: a list I own, not a Medium follow.