Execution & Planning
5-Week Engineering Execution Plan
Week-by-week module breakdown, testing strategy, and team accountability.
5-Week Execution Plan
The execution plan allocates 3 weeks for core development, 1 week for rigorous testing, and 1 week for hardening and shipping.
Team Allocation
Our 8-person team has clear domain ownership:
| Name | Role | Primary Responsibility |
|---|---|---|
| Tino | Architect / Lead | System design, AI logic, code reviews, unblocking. |
| Vishal | Backend | Core PostgreSQL architecture, Prisma, Redis, API routes. |
| Candidate 1 | FSD Backend | Auth, Assessment generation, candidate data flows. |
| Candidate 2 | FSD Frontend | Competency Studio UI, Analytics, complex state. |
| Najila | Frontend | Core platform UI, Org management, Candidate Portal. |
| Ramansh | AI Engineer | Claude API prompts, ORIEN intelligence engines. |
| Gowda | Data & QA | Data scraping models, SEO, Load testing, Audits. |
Sprint Schedule
Testing & Quality Strategy
Week 4 is entirely dedicated to ensuring the platform is Enterprise-ready.
- AI Output Validation: Gowda and Ramansh will audit the
reasoningTrailof 500+ generated blueprints to ensure Claude is not hallucinating required skills. - RBAC Testing: Automated test suites verifying that
orgIdisolation is perfectly maintained at the Prisma middleware layer. - Load Testing: Ensuring the Redis/BullMQ queue can handle concurrent assessment generation requests without blocking main API threads.