
TruAris
private repoTruAris is a fully autonomous, multilingual outbound sales and lead engagement platform. It handles the complete lead lifecycle: cold import, qualification, follow-up, escalation to human reps, and CRM pipeline management. I started this project from scratch and built its core backend, and I'm still actively developing it while guiding the frontend implementation. I own the backend end to end: the business logic, organization-scoped tenancy with Postgres row-level security enforced through a non-superuser app role, Celery workers running prospecting, channel identification, and batch scoring, the LangChain-based LLM layer switching between OpenAI and Anthropic, and the AWS deployment and GitHub Actions CI/CD pipeline behind it.
- FastAPI
- PostgreSQL
- LangChain
- Celery
- Redis
- Docker
- AWS
- GitHub Actions
- JWT



