Sijil
A production-grade classroom management SaaS platform with a built-in AI academic assistant agent. It supports 22 tool calls, integrates generative UI and audit logging, and includes multi-tenant isolation and security mechanisms.
Timeline (last 90 days)
Sijil is a classroom management platform that includes an academic assistant agent connected to 22 tools linked to production backends.
Sijil's academic assistant agent does not merely return JSON or plain text, but directly generates interactive React interfaces.
When a user query involves multiple students with the same name, Sijil's agent generates a selection component for the user to explicitly specify, rather than guessing the result.
For database write operations, Sijil adopts a preview–confirm–execute–log workflow, in which the database is not modified until the user explicitly clicks confirm.
Sijil records the before and after states of data changes in an audit log.
Sijil's call chain is: user → agent → tool → Sijil API → database.
Sijil's technology stack includes NestJS for the backend, Next.js for the frontend, MongoDB Atlas for the database, Cloud Run + Docker + CI/CD for deployment, and Cloudflare R2 pre-signed uploads for storage.
Sijil implements multi-tenant isolation as well as rate limiting and token quota mechanisms.
All Facts (8)
Sijil is a classroom management platform that includes an academic assistant agent connected to 22 tools linked to production backends.
50%UnverifiedSijil's academic assistant agent does not merely return JSON or plain text, but directly generates interactive React interfaces.
50%UnverifiedWhen a user query involves multiple students with the same name, Sijil's agent generates a selection component for the user to explicitly specify, rather than guessing the result.
50%UnverifiedFor database write operations, Sijil adopts a preview–confirm–execute–log workflow, in which the database is not modified until the user explicitly clicks confirm.
50%UnverifiedSijil records the before and after states of data changes in an audit log.
50%UnverifiedSijil's call chain is: user → agent → tool → Sijil API → database.
50%UnverifiedSijil's technology stack includes NestJS for the backend, Next.js for the frontend, MongoDB Atlas for the database, Cloud Run + Docker + CI/CD for deployment, and Cloudflare R2 pre-signed uploads for storage.
50%UnverifiedSijil implements multi-tenant isolation as well as rate limiting and token quota mechanisms.
50%