Gourob Debnath

Projects

Selected work

Independent projects on agents, evaluation, and product. Client systems are on the work page.

In developmentIn development, building for production. No public repository yet.

AssesGen

A multi-agent system for automated IELTS question generation and evaluation. Generation, scoring, and feedback run on locally hosted models (Gemma) with a local TTS model for speech, with no external cloud APIs.

On-device agent orchestration: useful for privacy-sensitive evaluation in research, and for cost and latency in production.

Scope

  • Agent orchestration for content generation, scoring, and feedback
  • Local Gemma for generation and evaluation
  • Local TTS for spoken prompts and responses

Stack

Multi-agentGemmaLocal TTSPythonOn-device
ShippedLive product. No public repository.

IELTS Ready

Founder and developer of a multi-tenant SaaS platform for IELTS preparation: automated scoring, mock and partial examinations, instructor dashboards, and role-based access control.

Product, tenancy, and auth: the operational half of building an evaluation platform.

Scope

  • Multi-tenant architecture and RBAC
  • Automated scoring and mock / partial exams
  • Instructor dashboards

Stack

SaaSRBACNext.jsPostgreSQL
Product · ieltsready.org

See also publications and production case studies.