At NeuraScribe.AI I ship LLM features for candidate matching and resume parsing and lift monthly revenue 5–10%. At Genpact I raised a Random Forest classifier from 78% to 86% accuracy and improved GPU utilization by 22%.
| Project | What it does | Impact | Stack |
|---|---|---|---|
| Sentinel Triage | Correlates security logs into incidents, matches Sigma rules mapped to MITRE ATT&CK, and has an LLM summarize each incident with a grounding check | Precision 1.00, recall 0.83, F1 0.91 on 388 labeled events | Python, OpenSearch, Redis, Docker |
| AgentGate | Gateway that turns OpenAPI specs into function-calling tools and enforces per-agent policies, rate limits, and cost budgets | 99% test coverage across 81 tests | Python, FastAPI, PostgreSQL, Redis |
| ModelCanary | FastAPI gateway serving ONNX models in shadow then canary, with sequential tests deciding automatic promotion or rollback | Progressive delivery with confidence sequences | Python, FastAPI, ONNX Runtime, Prometheus |
| GeoLift | Geo incrementality testing with augmented synthetic control, a pre-period fit gate and placebo inference | Dashboard shows actual vs counterfactual | Python, cvxpy, DuckDB, React, TypeScript |
Sentinel Triage, in depth
Built an evaluation harness on 388 labeled synthetic events.
Precision 1.00, recall 0.83, F1 0.91.
AgentGate, in depth
Includes 81 tests at 99% coverage.
| Period | Role | Company | Highlights |
|---|---|---|---|
| Jul 2025 – Present | Machine Learning Engineer | NeuraScribe.AI | Lifted monthly revenue 5–10%. |
| Jul 2021 – Aug 2023 | Machine Learning Engineer | Genpact | Raised Random Forest accuracy from 78% to 86% using Bayesian optimization and cut run time from 3 minutes to 1 minute; improved GPU utilization by 22%. |
- M.S. Data Science, Lewis University, Aug 2023 – May 2025
- B.S. Information Technology, Jawaharlal Nehru Technological University, Kakinada, Jun 2021
Email · LinkedIn · Website · GitHub
- agentgate — Personal project for exploring modern development practices
- ai_soc — Educational project for mastering software architecture
- centralized-asset-management-system-with-compliance-self-audit-dashboard — Portfolio project showcasing development capabilities
- config-rule-inspec-cis-audit-lambda — Full-featured application built as a learning exercise
- fraud-detection-in-python — Full-featured application built as a learning exercise
- infohunter — Educational project for mastering software architecture
- mern-chat-app — Fully functional implementation with comprehensive features
- sentinel-triage — Hands-on learning experience with modern frameworks
- streamledger — Hands-on learning experience with modern frameworks
- text-analysis-using-nlp-streamlit — Personal project for exploring modern development practices
- modelcanary — Progressive delivery for ML models: a FastAPI gateway serving ONNX models in shadow then canary, with sequential tests deciding automatic promotion or rollback.
- agentops-sentinel — A supervisor/critique agent framework for support-ticket triage: a planner, specialised sub-agents and a self-critique retry loop, with OpenTelemetry tracing…
- geolift — Geo incrementality testing with augmented synthetic control, a pre-period fit gate and placebo inference, plus a dashboard showing actual versus counterfactual.
- p2pexceptions — Procure-to-pay invoice exception analysis that classifies each failed three-way match into a MECE cause taxonomy validated against hand labels, with a…
- marginbridge — A price-volume-mix margin bridge plus elasticity estimated against discount confounding, scored against a synthetic ground truth so the pricing advice is not…
- fieldvoice — An offline speech-to-report pipeline evaluated on entity error rate, with catalogue-constrained decoding that snaps part numbers and fault codes.