add changelog
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### Added
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- Added frontend regression test for image-generation timeout handling.
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- Added admin video job management with a dedicated admin page, job table, status filters, cancel and purge actions, and backend endpoints for video job listing, cancellation, and cleanup.
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- Added full gallery support for generated images, generated videos, and uploaded images with new routes, detail pages, templates, and thumbnail previews.
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- Added backend endpoints for single-generated-image retrieval, single-video-job retrieval, and uploaded image retrieval.
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- Added queued video generation workflow: backend job creation, background worker polling, OpenRouter job submission, status transitions from queued to processing to completed/failed, and timeout detection for stale jobs.
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- Added model cache management with backend OpenRouter model retrieval, DuckDB caching, cache-status endpoints, manual refresh endpoint, and frontend admin UI for model inspection.
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- Added frontend generation pages and forms for text, image, and video generation, including dropdown model selection by modality and support for image upload input on video generation flows.
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- Added user-facing profile and admin sections in the Flask frontend, including profile update forms and admin user management actions.
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- Added documentation updates and architecture content refresh across README and docs, plus Coolify deployment guidance.
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- Added an initial admin user account `ai@allucanget.biz` with password `admin123` in the database initialization script.
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### Changed
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- Frontend API helper now supports per-call timeout overrides.
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- Changed frontend API helper to support per-call timeout overrides.
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- Changed dashboard behavior to separate pending video jobs from completed jobs and make pending workflows more visible.
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- Changed gallery presentation to show cards with thumbnails and links instead of raw list output.
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- Changed admin navigation and UI to expose video jobs and model management pages more directly.
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- Changed backend video generation responses to include database IDs and redirect users to video detail pages after job creation.
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- Changed documentation and architecture files to reflect recent backend, frontend, and deployment changes.
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### Fixed
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- Fixed gallery spinner logic so an empty gallery shows a "No images yet" message instead of a spinner.
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- Fixed gallery image display issues so generated content is shown as cards with proper previews and detail links.
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- Fixed video polling logic to handle cancelled jobs and avoid infinite polling loops.
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- Fixed failed video job handling with user-safe error feedback in both backend and frontend.
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- Fixed frontend image-generation timeout failures by catching `httpx.ReadTimeout` and surfacing a safe error message.
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- Fixed frontend image generation route to handle backend timeout/request errors gracefully instead of returning 500 tracebacks.
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- Fixed backend service behavior for actual video job processing and stale job timeout detection.
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### Removed
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- None.
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### Fixed
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- Fixed frontend image generation route to handle backend timeout/request errors gracefully instead of returning 500 tracebacks.
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