Small changes. Better testing.

Stop-gap fixes for the most common spawn failures we're seeing today, while we finish full user-mode support for the CLI in an upcoming release.

• Fixed local runs on Windows with default antivirus settings
• Surfaced clear error messages when the Python venv isn't usable
• Reported a terminal event to the kiosk UI when a subprocess fails to start

The procedure analytics page now loads faster, even on procedures with tens of thousands of runs.

• Improved performance across charts, KPIs, and filter sidebars
• Added a guardrail that prompts you to narrow the date range on very large queries

You can now hover any date to see UTC and local time side by side.

• Added a rich hover card on date cells: live relative age, plus UTC and local timezone rows.
• Replaced absolute/relative toggle on activity feeds with compact relative time; hover reveals full timestamps.

You can now export data from any list page without writing a query.

• Added Copy, Export to CSV, and Export to JSON on Runs, Units, Logs, and API Activity tables.
• Added the same options in the selection bar to copy or download just the rows you pick.

You can now copy tofupilot CLI commands straight from the API reference.

• Added a CLI tab next to Python, cURL, and the other code samples on every endpoint.
• Fixed missing endpoints and the empty cURL tab in the v2 reference.

Fixed an issue where linking a GitLab repository could fail with a generic "Failed to fetch metadata" error.

C++ client now ships the run + unit metadata feature with a typed std::variant for the value instead of a bare nlohmann::json.

• Regenerated C++ SDK against the new metadata endpoints
• Metadata field is now std::map<std::string, std::variant<std::string, double, bool>> so values keep their type at compile time
• Added Custom Metadata sections to the runs and units guides with snippets for Python, C#, C++, and MATLAB

Tag runs and units with your own typed key/value fields so traceability data, and qualification flags live next to the test data they describe.

• Added a metadata editor on run and unit detail pages with type-aware icons and inline edit
• Surfaced metadata in the V2 API as a plain {key: value} dict; types (string, number, bool) are detected automatically
• Added metadata filters on run and unit list endpoints (in, contains, gte, lte, eq)
• Tracked every metadata change in a per-entity activity timeline

Reference units can now be tagged as known-good (golden) or known-faulty (failing) so they're excluded from production analytics and FPY/Cpk stay honest.

• Added a sample classification dropdown on the unit detail page with activity tracking
• Added a sidebar filter and table avatar treatment for golden and failing samples
• Surfaced the sample field in V2 API for unit and run get/list/create/update

Runs, units, and logs pages now stream updates over a single realtime channel instead of polling every few seconds, so live mode is lighter and more reliable.

• Replaced 3-second polling on list pages with realtime invalidation