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Roadmap & Limitations

The one page that owns "not yet". Other pages link here instead of repeating caveats.

Last updated: 2026-06-10.

Current limitations

Gap Workaround today
No form UI for creating/deleting courses Admins use the assistant ("create a course called …") or insert the row in the database
No wall-clock timeout on runs An infinite loop holds its container until cleaned up; CPU is throttled to ~5% of a core. See Limits
GitHub is the only login Students need a (free) GitHub account
Two languages Python and C#. Adding one is a documented, small job for self-hosters
C# stdout isn't captured Python submissions show prints; C# ones don't yet
AI features need each user's own Anthropic key No server-wide key; set yours in Preferences
No screenshots in these docs Planned alongside the next UI pass

Planned

  • Course creation/deletion forms in the admin dashboard
  • Hard per-run time limits (and surfacing "timed out" as a verdict)
  • Warm container pools for faster C# runs
  • More languages

Something missing that blocks you? Open an issue.