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# Final Known Issues and Controlled Limitations
Date: 2026-07-04
## Known limitations
| Area | Limitation | Rationale |
|---|---|---|
| Storage | Uses JSON file storage in prototype mode | Keeps the academic prototype lightweight and easy to run |
| Live integrations | OAuth-ready clients are included, but real production use requires provider credentials | Prevents hardcoded secrets and unsafe testing |
| PDF export | Executive report is printable HTML, not server-side PDF | Avoids extra dependencies and keeps the prototype simple |
| Authentication | Role switching is suitable for prototype demonstration | Production deployment should connect to real identity provider |
| Risk scoring | Scoring model is an implementation extension | The source framework provides conceptual direction, not a final universal scoring formula |
| Industrial validation | Uses sample data and workflow validation | Full industrial validation requires real project data and stakeholder review |
| PM sync | Shared adapter model supports simulated and live sync boundaries | Each provider API requires organization-specific setup and permissions |
## Not defects
The following are intentional prototype decisions:
1. No real OAuth secrets are included.
2. Live API calls are disabled unless explicitly enabled.
3. JSON storage is used before database migration.
4. Deployment gate thresholds are configurable implementation logic.
5. The dashboard is designed as a working academic prototype, not a commercial SaaS product.
## Future work
Recommended next improvements:
1. PostgreSQL migration.
2. Real identity provider integration.
3. Live industrial case study.
4. Configurable scoring weights by AI project typology.
5. Advanced dashboard analytics.
6. Automated PDF generation.
7. Provider-specific sync conflict resolution.
8. Deployment monitoring and incident tracking.