User explorer
Filter, rank, and inspect roles through a clean public-facing surface that only reads approved role data.
Admin brain
Upload sources, review duplicates, attach knowledge, and prepare new role records before publishing.
Shared intelligence layer
Keep the role logic clean so other products can consume it later without owning their own future-jobs data.
Browse the approved brain
The explorer is where users can search roles, compare future-signal logic, and inspect how each role is changing.
- Search by role, skill, or signal
- Filter by transition category and threshold
- Inspect capability and L-CAP assumptions
Build and curate the brain
The admin brain is where source documents are analyzed, duplicate role candidates are blocked, and new role intelligence is shaped.
- Load text, CSV, TSV, JSON, and notes
- Review knowledge extraction and new role drafts
- Prepare for Firebase-backed ingest and publishing
Edit roles directly
Open live role records, adjust downstream-facing fields, and add new canonical roles without waiting for an ingest report.
- Search the live roles collection
- Edit task clusters, skills, and human advantage directly
- Add new roles into Firebase one by one