"Getting an AI to work once is luck; getting it to work a million times is systems engineering."
I engineer production-grade, stateful agentic workflows, deterministic guardrails, and real-time control planes that turn probabilistic LLM behavior into resilient enterprise infrastructure.
| Project | Architecture & Tech Stack | Core Impact |
|---|---|---|
| agent-nexus | FastAPI • LangGraph astream_events(v2) • SSE • Pydantic v2 • Docker |
Enterprise Multi-Agent Control Plane & Interactive Workbench featuring real-time node lifecycle event streaming, typewriter token delivery, and human-in-the-loop approval cards. |
| cve-triage-agent | Python ast • LangGraph • Google Gemini • NIST NVD 2.0 • Pytest Sandbox |
Autonomous Vulnerability Triage Engine that eliminates 85%+ of false alarms using static Abstract Syntax Tree call-graph reachability instead of LLM guessing. |
| freight-reroute-agent | LangGraph • Google Gemini • Shapely • NOAA Weather API • OpenStreetMap | Autonomous Supply Chain Disruption Solver executing geometric polygon corridor intersection and dynamic intermodal detours with a $5k human approval gate. |
- Agentic Orchestration & LLMs: LangGraph, Multi-Agent Workflows, State Machines, ReAct, Google Gemini, OpenAI, Anthropic Claude, Human-in-the-Loop (HITL), Checkpointing.
- AI Platform & App Engineering: FastAPI, Server-Sent Events (SSE), Pydantic v2, RAG, Unstructured File Ingestion (
pypdf, RFC 822), Vector Databases, PyTorch, Hugging Face. - Reliability, AST & Evaluation: Python
ast(Static Call Graph Analysis), LLM-as-a-Judge, Automated Benchmark Suites (evals/), Subprocess Sandboxing, Pytest, Playwright. - Enterprise Platforms & Distributed Systems: ServiceNow Platform AI Agents & Skills, Glide APIs, Java, Python, JavaScript, Microservices, Kafka, IBM MQ, Apache Spark, SQL, Docker Compose.
- Senior ML Engineer @ ServiceNow (Dec 2024 – Aug 2026)
Enhancing enterprise Platform AI Agents & Skills using Glide APIs and JavaScript; optimized concurrent LLM processing by 40%; architected automated evaluation suites using LLM-as-a-Judge across GPT, Claude, Gemini, and Apriel. - Assistant Vice President @ DBS Bank (Oct 2020 – Dec 2024)
Led engineering reliability across high-throughput Fraud Detection and Data Analytics platforms handling real-time financial transactions via Kafka, IBM MQ, and Spark. - Education & Credentials:
- IIIT Hyderabad: Post Graduate Certification in AI & Machine Learning (Capstone: Multimodal CLIP & ViT/GPT-2 Captioning)
- Jaypee University of Engineering and Technology: B.Tech. in Computer Science & Engineering
- Certifications: ISTQB Certified Tester – AI (CT-AI) | Adobe Analytics Architect