Replace inline anchor links with plain text — the correct dashboard URL
is only on the UserList button.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Only the main AI Cost Dashboard button in UserList should use the new URL.
The inline helper links inside the Cost Tracker Project ID inputs stay on cost.oliver.agency.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
- Add /no-access empty-state page for zero-membership users
- Add /org/:orgSlug/settings/* routes (members, teams, invitations, general)
- OrgSettingsLayout with tab nav (NavLink-based)
- OrgMembersPage: member table with search, role editor, remove action
- OrgInvitationsPage: list with status badges + revoke
- OrgTeamsPage: read-only teams list
- OrgGeneralPage: org info display
- InviteMemberModal: email + role form → POST /organizations/:id/invitations
- Sidebar: org-switcher (single label / multi-org dropdown), currentOrgSlug
derived from route params or first membership, Settings gear link at bottom
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Backend:
- models/invitation.py — Invitation model + create/accept/preview schemas
- routes_invitations.py — org-scoped POST/GET/DELETE + public preview/accept endpoints
Single-use token via find_one_and_update; sha256(token) stored in DB, plaintext in email URL
- emailer.py — _send() helper; send_invitation_email, send_welcome_email, send_password_reset_email
send_completion_email refactored to use _send()
- migration_2026-04-28-000002 — creates invitations collection with TTL index (30d audit trail)
- routes_auth.py — new MS SSO users provisioned with zero memberships instead of role=PRODUCTION;
they land on "no access" page until an admin invites them
- main.py — registers invitations_org_router and invitations_router
Frontend:
- routes/AcceptInvite.tsx — public page at /accept-invite?token=...
Four states: new user (name+password), existing user (confirm), MS user, already-member
- App.tsx — /accept-invite route outside RequireAuth
- types/api.ts — Invitation, InvitationCreate, InvitationPreview, InvitationAcceptRequest/Response
- lib/api.ts — listInvitations, createInvitation, revokeInvitation, previewInvitation, acceptInvitation
- hooks/useClients.ts — useInvitations, useCreateInvitation, useRevokeInvitation
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Pydantic v2 + FastAPI serializes Field(alias="_id") as _id in JSON,
so client.id was always undefined on the frontend — causing option
values to fall back to text content ("3M") and firing /clients/3M/teams 404s.
- Remove Field(alias="_id") from Client/Team/Project models; id is now a
plain string field populated explicitly in _client_from_doc etc.
- API now returns id not _id, matching the TypeScript Client interface
- Add clientId !== "undefined" guard to useTeams, usePMs, useProjects
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- Add project_manager to all role dropdowns (UserList filter, create modal, UserDetail edit form)
- Add indigo badge color for project_manager in user list table
- Expose pm_client_ids in UserResponse schema and all admin user endpoints
- Add pm_client_ids to frontend User type
- Add UserAssignmentsPanel to UserDetail sidebar: PM users see client toggle list; other roles see client → team membership picker
- Add flexible hooks (useTeamsForClient, useAssignPMAny, useRemovePMAny, useAddTeamMemberAny, useRemoveTeamMemberAny)
- Fix useClient guard against literal "undefined" string causing 404 requests
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Backend:
- New UserRole.PROJECT_MANAGER with pm_client_ids[] on User model
- New models: Client (slug-based), Team (member_user_ids[]), Project (client-scoped)
- Job model gains project_id field
- New GET/POST/PATCH/DELETE /clients, /clients/{id}/teams, /clients/{id}/projects,
/clients/{id}/pm routes (admin-only client CRUD; PM or admin for teams/projects)
- get_accessible_project_ids() helper: staff→all, PM→their clients' projects,
CLIENT→projects from teams they belong to (with legacy owner fallback)
- list_jobs, get_job, bulk_download, get_vtt_content, delete_job all use new isolation
Frontend:
- UserRole type gains 'project_manager'
- Job, JobCreateRequest gain project_id field
- Client, Team, Project, PMUser types added
- ApiClient: full client/team/project/PM CRUD methods
- useClients hook with all query/mutation hooks
- Admin pages: ClientList + ClientDetail (teams, members, projects, PM assignment)
- NewJob form: client + project picker (shown when clients exist)
- Sidebar: Clients nav item for admin and project_manager roles
- Routes: /admin/clients and /admin/clients/:clientId behind RoleGate
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
useJobDownloads was firing for any non-early status (pending_qc, translating,
etc.), hitting the backend /downloads endpoint which returns 400 when no outputs
exist yet. React Query then retried 3+ times.
Downloads page only renders content for completed jobs anyway, so disable the
query for any other status by passing 'created' (which is in EARLY_STATUSES).
JobDetail is unaffected — it uses the hook separately with its own status guard.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- PATCH /jobs/{job_id} endpoint for updating title and cost_tracker_project_id
- cost_tracker_project_id exposed on JobResponse (GET /jobs/{id})
- Inline project ID field in QCDetail and FinalDetail — saved via PATCH
- "AI Cost Dashboard" link in UserList header
- cost_tracker_project_id added to Job type and JobUpdateRequest schema
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- Add LINGUIST role to UserRole enum (backend + frontend)
- Grant linguists access to QC Review, Final Review, review notes, and VTT editing
- Add MongoDB migration to update schema validator with linguist role
- Add admin seed: vadymsamoilenko@oliver.agency is promoted to admin on startup
- Add User Management sidebar link for admin users
- Fix Login.tsx role type cast to use UserRole instead of hardcoded union
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
SDH (sdh_captions_vtt) was missing from the Downloads page type labels
and filename extensions map.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- Set staleTime=0 on useAccessibleVideoEditState so edit-state is
immediately refetched when invalidated after render completes
- Force prevJobStatusRef='rendering_qc' at render start so the
pending_qc completion effect always fires, even when fast renders
complete before the 10s polling interval catches rendering_qc status
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- Rewrote VTT translation to two-step (text-only → Gemini → apply to original timestamps) preventing caption timing desync
- Added polling fallback for all processing states and Safari visibilitychange WebSocket reconnect
- Added 11 new TTS languages (cs, da, fi, hu, no, sk, sv, es-419, pt-BR, fr-CA)
- Updated caption/AD prompts to DCMP Captioning Key & Description Key standards (line splitting, ♪ music notation, italic tags, caption positioning, ethics guidelines)
- Added descriptive transcript generation (WCAG 2.1 §1.2.1) combining captions + AD into plain text
- Fixed amix normalize=0 to prevent audio loss in rendered videos
- Fixed AD re-timing double-count when source_ms is None
- Fixed cue block numbering to be 1-based in VttEditor and Timeline Preview
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
**BUG-1 & BUG-2 — Wrong audio plays after re-render / MP3 doesn't match text**
Root cause: audio files were named by index (cue_0.mp3, cue_1.mp3). When a cue
was inserted or deleted, all following indices shifted but old MP3 files kept
their original names, so re-render would play the wrong audio for the wrong cue.
Fix: renamed files to cue_N_CONTENTHASH.mp3 and introduced an ad_cue_manifest
stored in the job document that maps each cue index to its correct GCS URI.
Re-render now reads from the manifest instead of guessing by filename.
Also: editing AD cue text in the VTT editor now automatically queues TTS
regeneration for changed cues — no more silent mismatches.
**BUG-3 — App crash / state desync when uploading VTT or clearing TTS queue**
Fixed handleVttFileUpload to only update local editor state after the server
confirms the save — previously local state was updated first, so a network
error left the UI showing content that wasn't actually saved.
Fixed handleClearRegenerationQueue to only remove items from local state if
the server removal succeeded — previously all items were cleared regardless.
**BUG-4 — AI generates different audio descriptions every time**
Added GenerateContentConfig(temperature=0.2, top_p=0.8, top_k=40) to the
Gemini API call so output is more consistent across runs.
**BUG-5 — On-screen text inconsistently described**
Strengthened the AI prompt rule from a vague suggestion to a mandatory
requirement with an explicit format: "Text on screen reads: [exact text]".
Applied to both gemini_ingestion.md and gemini_ingestion_targeted.md.
**BUG-6 — No notification when re-render finishes**
Added rendering_qc toast notification and a dismissible green banner that
appears in QCDetail when re-render transitions to pending_qc. The banner
auto-dismisses after 10 seconds. Also increased WebSocket reconnect attempts
from 5 to 15 and capped backoff at 60s to prevent falling back to manual refresh.
**BUG-7 — Timeline preview looks accurate but isn't after edits**
Added isStale prop to TimelinePreview. The timeline now shows an amber tint
and "Preview may be outdated" label whenever there are unsaved pause point
changes, pending TTS regenerations, or a new VTT has been uploaded.
**BUG-8 — ElevenLabs API errors break TTS with no fallback**
Added try/except fallback chain in _synthesize_single_cue: if the configured
provider fails, it automatically retries with google, then gemini.
**BUG-9 — Concurrent re-render requests cause race conditions**
Made the PENDING_QC → RENDERING_QC status transition conditional (only
succeeds if the job is still in PENDING_QC). Returns HTTP 409 if a re-render
is already in progress. The completion transition back to PENDING_QC is also
conditional so a cancelled/overridden render doesn't corrupt job state.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
SDH captions extend standard VTT with speaker identification labels,
sound effects [PHONE RINGS], music notation ♪, and off-screen indicators.
- Add sdh_vtt flag to RequestedOutputs model and frontend form
- Add sdh_captions_vtt_gcs field to LangOutput model
- Inject SDH generation instructions into both Gemini prompts via
{SDH_FIELD} and {SDH_GUIDELINES} placeholders when requested
- Upload sdh_captions.vtt to GCS in ingest task
- Pass SDH through video_native translation (Gemini generates it directly)
and traditional translation (translate source SDH VTT via Gemini)
- Expose sdh_captions_vtt in downloads endpoint and bulk zip export
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- Add brand_context field (job model, API, frontend form) so clients can
list brand names present in their video; Gemini uses these names instead
of generic descriptors (e.g. "Sellotape" not "sticky tape")
- Add ethical guidelines section to both Gemini prompts covering
person-first language, consistent race/gender description only when
plot-relevant, no guessing at unconfirmed identity
- Revamp audio description rules: priority ordering (essential →
high-priority → time-permitting), pre-teaching placement, no cinematic
jargon, succinct style replacing the former "20% longer" instruction
- Thread brand_context through full stack: routes → job doc → ingest
task → translate task → both Gemini prompt templates
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Fixes race condition where timeline preview never updated after AD VTT
re-render: useJob now polls every 5s during rendering_qc, and QCDetail
invalidates the edit-state query when the job transitions back to pending_qc.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
adVttUploaded was missing from the hasChanges condition in
RerenderControls, leaving the button greyed out after an upload.
Pass the flag as a prop and include it in hasChanges; also show
an "Audio Description script was replaced" status message.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Reviewers can now download individual job assets (source video,
captions VTT, AD VTT, AD MP3, accessible video) directly from the
QC detail page. They can also replace captions or AD VTT scripts by
uploading a revised file, with a banner prompting re-render when the
AD script is replaced.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
useJobDownloads now accepts jobStatus and disables the query when the
job is in created/ingesting/ai_processing, preventing spurious 400s
from /jobs/{id}/downloads before any outputs exist.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- elevenlabs_voices.py: re-raise exception on first fetch failure
(empty cache) instead of silently returning empty list
- routes_tts.py: catch get_voices() exception and return available=False
with the error detail; add optional error field to ProviderVoicesResponse
- VoiceSelector: show actual API error message when available=false
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- Extract actual error message from blob response in previewVoice so
users see the real API error instead of generic "Failed to generate preview"
- VoicePreviewButton now reads err.message from thrown Error objects
- Add available: bool field to ProviderVoicesResponse; returns false
when ELEVENLABS_API_KEY is not configured so the frontend can react
proactively instead of hitting a 400 on preview
- VoiceSelector shows a descriptive config warning when available=false
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Add dynamic ElevenLabs voice catalog with provider toggle in the UI,
allowing users to browse ElevenLabs voices, configure stability and
similarity boost settings, and preview/synthesize with ElevenLabs TTS.
Backend:
- New elevenlabs_voices.py service with 1-hour cached API fetching
- TTS routes support ?provider= query param for voices and options
- Preview endpoint routes to ElevenLabs or Gemini based on provider
- stability/similarity_boost params flow through TTS synthesis pipeline
- TTSPreferences model extended with ElevenLabs-specific fields
- Deprecated hardcoded elevenlabs_voices config (now fetched dynamically)
Frontend:
- Provider toggle (Gemini/ElevenLabs) in VoiceSelector
- ElevenLabsSettingsPanel with stability and similarity boost sliders
- VoicePreviewButton supports provider-specific preview parameters
- API client passes provider param to voices, options, and preview endpoints
- New VoiceInfo, ProviderVoicesResponse, ProviderOptionsResponse types
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Allow production/admin users to move jobs back to pending_qc from
completed, pending_final_review, rejected, qc_feedback, tts_failed,
render_failed, approved_english, and approved_source statuses. Includes
single-job endpoint, bulk endpoint, JobDetail inline form with required
notes, bulk action in JobsList with confirmation modal, and a Review
Notes card on the job overview tab.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Changed useEffect dependency from full pausePoint object to just
cue_index. This prevents the input from resetting when parent re-renders
cause the pausePoint object reference to change while editing the same
pause point.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
The input was reformatting with .toFixed(3) on every keystroke, causing
backspace to appear to insert random digits. Changed to string-based
input state with conversion/validation only on blur or save.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
When an AD cue is deleted, all subsequent cues shift positions but their
MP3 files remain at the old indices. This adds handling to automatically
queue TTS regeneration for all cues that shifted after a deletion.
Changes:
- VttEditor: Add onCueDeleted callback to notify parent of deletions
- QCDetail: Track deletion context and queue TTS for all shifted cues
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
When a new AD cue is inserted in the middle of existing cues, the system
now automatically queues TTS regeneration for the new cue AND all cues
that shifted positions. This ensures MP3 file indices stay synchronized
with VTT cue indices, preventing cues from being silently dropped during
re-render.
Changes:
- VttEditor: Add onCueInserted callback to notify parent of insertions
- QCDetail: Track insertion context and queue TTS for all shifted cues
- rerender_accessible_video: Add warning log when cue/MP3 count mismatch
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
QC approval now transitions jobs directly to pending_final_review
since translation, TTS, and accessible video rendering happen before
QC review. Removes unnecessary translate_and_synthesize_task trigger
on approval.
- Update approve_source() to use PENDING_FINAL_REVIEW status
- Update bulk_approve_jobs() to use PENDING_FINAL_REVIEW status
- Remove translate_and_synthesize_task.delay() calls from both endpoints
- Update JobDetail progress indicator to reflect new flow
- Update CLAUDE.md state machine documentation
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Display 0-based cue index badges in the editable AD cue list to match
the numbering shown on the timeline preview, helping users associate
timeline markers with their corresponding editable cues.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Since accessible video is now rendered immediately on upload, the method
selection (pause_insert vs overlay) is moved from QC Review to the New
Job panel. The bulk approval modal for selecting the method is removed.
- Add method selector UI to NewJob.tsx below accessible video checkbox
- Remove method selector from QCDetail.tsx approval flow
- Remove bulk approval modal from QCList.tsx
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Add ability to save voice settings changes in QC Review screen without
needing to approve the job. When saved, all TTS segments are regenerated
across all languages with the new voice settings.
Changes:
- Add PUT /jobs/{id}/tts-preferences endpoint to update TTS preferences
- Add UpdateTTSPreferencesRequest schema
- Add updateTTSPreferences API method and useUpdateTTSPreferences hook
- Add Save Voice Settings button with change detection to QCDetail
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Eliminate the two-step save process for VTT cue edits. Previously users
had to (1) save individual cue edits, then (2) click "Save Changes" in
a separate yellow notification box. Now saving a cue immediately persists
to the database and queues TTS regeneration for AD cues.
Changes:
- Add onCueSave callback prop to VttEditor for immediate persistence
- Add per-cue saving indicators and error handling with retry
- Remove hasUnsavedChanges state and yellow "Unsaved Changes" box
- Remove Ctrl+S keyboard shortcut (no longer needed)
- AD cue saves automatically queue TTS regeneration
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Existing jobs in the database don't have source_ms field. Making it
optional allows the API to load these jobs without validation errors.
The re-render task already handles the fallback to original_ms when
source_ms is None.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
The re-render task was using pause point coordinates from the accessible
video timeline (which includes freeze frame durations) instead of the
original source video coordinates. This caused pause points to exceed
the source video duration and get clamped incorrectly.
Changes:
- Add source_ms field to PausePointData model to store source video cut point
- Update video_renderer.py to populate source_ms when building pause points
- Update rerender_accessible_video.py to use source_ms for placement calculations
- Apply user adjustments as relative offsets (delta-based adjustment)
- Update API responses and TypeScript types to include source_ms
- Add backward compatibility fallback for jobs without source_ms
Note: Existing jobs need to be re-processed from initial render to populate
the new source_ms field.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
When the user edits the audio description VTT and saves, the system now:
1. Compares original vs current AD cue text
2. Identifies which cues were modified
3. Automatically queues TTS regeneration for modified cues
4. Updates the Render Changes panel to show queued regenerations
This enables the "Render Changes" button when AD script edits are saved,
ensuring the accessible video can be re-rendered with updated TTS audio.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Reorder workflow: translations now happen BEFORE QC Review step
- Add language tabs to switch between translated languages in QC
- Add video mode tabs (Original Video / Accessible Video)
- Add interactive timeline preview showing video segments and AD cues
- Enable pause point adjustment with millisecond precision
- Add TTS regeneration queue for selective cue re-synthesis
- Add re-render controls with optional Whisper refinement
- Persist video segments and TTS MP3s to GCS for editability
- Add new RENDERING_QC job status for re-render operations
- Create 5 new API endpoints for accessible video editing
- Add rerender_accessible_video.py Celery task
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
When TTS synthesis fails after 3 retries, the system now:
- Sends problematic cue text to Gemini for TTS-safe rewriting
- Updates the VTT file in GCS with rewritten text
- Retries TTS synthesis with the new text
- Records successful rewrites in job.tts_rewrites field
UI changes:
- JobDetail shows amber caution box with original/rewritten text
- JobsList shows warning icon next to jobs with rewrites
- Error display clarifies text shown is "after rewrite attempt"
Files changed:
- backend/app/models/job.py: Add tts_rewrites field
- backend/app/prompts/gemini_tts_rewrite.md: New prompt template
- backend/app/services/gemini.py: Add rewrite_tts_cue method
- backend/app/tasks/tts_synthesis.py: Add VTT update utilities
- backend/app/tasks/translate_and_synthesize.py: Rewrite+retry logic
- frontend/src/types/api.ts: Add TTSRewriteItem type
- frontend/src/routes/jobs/JobDetail.tsx: Caution display
- frontend/src/routes/jobs/JobsList.tsx: Warning indicator
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Replace sequential browser-based bulk download with server-side zip
generation. When users select "Download All Files" from bulk actions,
the system now creates a single organized .zip file containing all
job assets.
Changes:
- Add POST /jobs/bulk/download endpoint that streams zip to client
- Add BulkDownloadRequest schema for the new endpoint
- Create zip_download.py service with streaming zip generation
- Update frontend to call new endpoint and download single zip file
- Organize files in zip by job title and language subdirectories
Zip structure:
accessible_video_YYYYMMDD_HHMMSS.zip
└── {job_title}/
├── source.mp4
└── {lang}/
├── captions.vtt
├── ad.vtt
├── ad.mp3
├── accessible_video.mp4
└── accessible_captions.vtt
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Use typeof checks for proper type narrowing of unknown error fields
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Add POST /jobs/{id}/actions/retry_tts endpoint for retrying TTS
- Frontend shows TTS-specific error details (cue index, blocked text)
- Add "Retry TTS Generation" button on failed jobs
- Guides users to edit problematic AD text before retrying
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
The useMemo hook was placed after early returns (isLoading, error),
which violates React's rules of hooks. Hooks must be called
unconditionally on every render.
Replaced with simple inline computation since the operation is cheap.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Optimize the accessible video workflow by eliminating the dedicated
Gemini video analysis call for pause point estimation. Instead:
- Use AD VTT cue start times as initial pause points for Whisper refinement
- Add user-selectable accessible video method (pause_insert/overlay) at QC approval
- Add bulk approval API endpoint with method selection
- Add method selector UI to QCDetail page
- Add bulk approval modal to QCList for jobs with accessible video
Benefits:
- Eliminates expensive Gemini API call with video upload
- Faster workflow (~5-15 seconds saved per job)
- Cost savings on Gemini video analysis
- User control over accessible video integration method
Backend changes:
- Add accessible_video_method to RequestedOutputs and ApproveSourceRequest
- Add POST /jobs/bulk/approve endpoint
- Replace Gemini call with _build_placements_from_ad_vtt() helper
- Mark analyze_accessible_video_placement() as deprecated
Frontend changes:
- Add method selector radio buttons to QCDetail
- Add bulk approval modal with method selection to QCList
- Update API client and React Query hooks
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Remove the "Original Video Language" control from job upload form.
All videos now use AI auto-detection for source language, simplifying
the UX and eliminating potential for incorrect manual selection.
🤖 Generated with [Claude Code](https://claude.com/claude-code)
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
