Ariel Academy F95 Fix | COMPLETE • 2027 |

| Layer | Recommended Tech | Why | |-------|------------------|-----| | | React 18 + React‑Query for data fetching; MUI (Material‑UI) or TailwindCSS for styling | Mature ecosystem, easy SSR with Next.js for SEO (if public pages). | | State | Redux Toolkit for global UI state; React‑Query for server state | Clear separation; avoids prop‑drilling. | | API | NestJS (TypeScript) exposing REST + GraphQL (GraphQL for flexible dashboards) | Strong modularity, built‑in validation, decorators for auth. | | Auth | Keycloak (OpenID Connect) + JWT | Centralized SSO, supports RBAC (Student/Teacher/Admin/Parent). | | Realtime | WebSocket via Socket.io or Server‑Sent Events (SSE) for push updates | Low latency, fallback to polling. | | Data Store | PostgreSQL for relational data; TimescaleDB (extension) for time‑series (activity logs) | ACID guarantees + efficient roll‑ups for analytics. | | Cache | Redis (session store + query cache) | Fast read‑through for dashboard aggregates. | | Message Queue | Kafka (or RabbitMQ ) for background jobs (email, analytics) | Decouples heavy tasks from request‑response flow. | | Search | Elasticsearch (optional) for full‑text search across assignments, notes. | Improves discoverability. | | CI/CD | GitHub Actions + Docker + Kubernetes (or ECS/Fargate ) | Automated builds, zero‑downtime rollouts. | | Observability | Prometheus + Grafana for metrics; ELK for logs; Sentry for error tracking | End‑to‑end monitoring. |

| Attribute | Detail | |-----------|--------| | | Student Progress Dashboard (SPD) | | Goal | Give every stakeholder a real‑time, visual snapshot of a learner’s performance, engagement, and upcoming milestones. | | Why it matters | • Improves retention – students see concrete progress. • Empowers teachers to intervene early. • Allows parents/admins to monitor compliance and outcomes. • Generates data for the academy’s continuous‑improvement loop. | | Key Success Metrics | • Dashboard load < 2 s (95 % of sessions). • 80 %+ of students view their dashboard at least once per week. • 15 % reduction in “at‑risk” alerts after 3 months. • 95 % API success rate (≤ 200 ms latency). | ariel academy f95

is a visual novel and adult simulation game developed by CourregesTry that has gained significant traction on forums like F95Zone. The game blends light management mechanics with romantic progression, centered around a high school cultural festival. Plot and Setting | Layer | Recommended Tech | Why |