1. Load source
Upload or paste a report, dataset, or notes package.
Internal Brain Builder
Future Jobs admin brain
Paste or upload source material, let the tool extract job signals and role knowledge, and keep the future-jobs brain cleaner by checking for duplicates before anything is added.
Ingest Source
Load a source to begin. The working brain starts from the seed set, and Firebase is now used as the main persistence layer when configured.
Analysis
No source analyzed yet.
Workflow
The current admin pipeline for this surface.
2. Review matches
Prevent duplicate roles and extract knowledge updates.
3. Publish into Firebase
Write the updated role brain, source log, and extracted knowledge into Firestore.
Duplicate Checks
Existing roles we matched instead of re-adding.
Knowledge Extracted
Signals and role wisdom matched to jobs already in the brain.
Skills Matched
Existing future skills reinforced or validated by this source.
Missing Roles Spotted
Likely role candidates named in the source that are not yet in the database.
New Skill Candidates
Likely future skills named in the source that are not yet in the database.
Proposed New Roles
Normalized records ready to add if they are genuinely new.
Trend Signals Extracted
Reusable labor-market and AI-change signals pulled from this source.
Structure Suggestions
Ways this source suggests we can strengthen the shape and value of the database.