AI Systems & Integration Engineer (Agentic AI)
Role Overview
We are seeking a highly skilled **AI Systems & Integration Engineer** to architect and deploy **VLANG**, the central “brain” of our Agentic AI vertical. You will be responsible for building the orchestration layer that connects our existing data analytics/dat warehouse & BI server (VCORBI) and Compliance Vault (VGATE)
The goal is to launch a production-ready, multi-agent system capable of real-time data synthesis (Text-to-SQL) and automated compliance document generation (Peppol/GST InvoiceNow XML).
Key Responsibilities
Infrastructure Deployment: Setup and optimize a plain Ubuntu server (**VLANG**) on our VPC, including Nginx reverse proxies and secure stream tunneling to remote MySQL instances.
Agentic Orchestration. Develop and maintain complex multi-agent workflows using **LangGraph** and **LangChain**.
Multi-LLM Integration: Potentially, “Implement a “Smart Router” to manage API calls across **DeepSeek**, **Google Gemini**, and **Anthropic (Claude)**, optimizing for both cost and reasoning depth.
Semantic Cataloging: Map existing MySQL views in **VCORBI** to a Semantic Catalog (Legend) to enable accurate Text-to-SQL generation.
Compliance Automation: Build an XML “Churn” engine that retrieves ERP data, references XSD schemas on **VGATE** via NFS mount, and generates valid **Peppol/InvoiceNow** documents.
Observability & Memory: Deploy and manage **Langfuse** for token tracking/auditing, **PostgreSQL** for agent state persistence, and **Redis** for semantic caching.
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Technical Requirements
* **Expert Python Skills:** Deep experience with asynchronous Python (FastAPI, Uvicorn, Pydantic).
* **AI Frameworks:** Professional experience with **LangGraph** (State Machines) and LangChain.
* **Linux Systems Engineering:** Strong Ubuntu administration skills, including Docker, Docker Compose, Nginx (Stream module), and NFS configuration.
* **Data Engineering:** Proficiency in **SQL (MySQL/MariaDB)** and the ability to work with **SQLAlchemy**. Experience handling structured **XML (XSD/XSLT)** is highly preferred.
* **Security:** Understanding of private networking (VPC), SSH tunneling, and API key management.
* **LLM Knowledge:** Familiarity with the performance trade-offs between frontier models (DeepSeek, Gemini, Claude, Llama).
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Preferred Qualifications
* Prior work with **Langfuse** or similar LLM observability stacks.
* Background in ERP or BI tool integration.
* Experience with **Singapore GST InvoiceNow** or **Peppol** standards.
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The Stack You’ll Be Building On
VLANG: Your workspace (Ubuntu, LangGraph, FastAPI).
VODOO:: Our ERP (Source data).VCORBI:** Our BI layer (MySQL Views & Semantic Catalog).
VGATE: Our Compliance Vault (XML/XSD Repositories).
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Why Join Billbay?
You won’t just be building a chatbot; you’ll be building a vertical AI utility that automates core business logic and compliance for the next generation of SME operations in Singapore. You will have total ownership over the orchestration layer and the freedom to implement a cutting-edge multi-LLM strategy.
Job Types: Full-time, Part-time
Pay: ₹40,000.00 – ₹75,000.00 per month
Work Location: Remote
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