Engineering Profile & Background
Final-year B.Tech in Artificial Intelligence & Data Science at Prathyusha Engineering College with a CGPA of 8.53/10. Author of 4 published PyPI distributions and architect of production AI platforms.
Building AI Systems That Work Beyond the Demo.
I am an AI developer and systems engineer focused on turning probabilistic model outputs into predictable, production-grade software. Rather than treating foundation models as black boxes or building superficial wrappers, I engineer the backend pipelines, guardrails, and evaluation harnesses that make AI dependable under real workloads.
My engineering philosophy centers on deterministic reliability over raw prompt optimism, defense-in-depth security to neutralize prompt injections and sensitive data leakage before execution, and traceable evaluation using automated regression suites and strict schema contracts.
Production LLM & Agent Architectures
Stateful agent loops with structured tool-calling boundaries, async streaming generators, token-budgeted context windows, and deterministic fallback paths.
Hybrid Retrieval & RAG Systems
Multi-tenant vector search with pgvector (HNSW) paired with sparse BM25 lexical ranking, Reciprocal Rank Fusion (RRF), and cross-encoder re-ranking.
In-Process AI Security & Guardrails
Pre-execution prompt sanitization, heuristic injection defense, token leakage filters, and PII redaction operating locally without external latency.
Reliability, Evaluation & Automation
Deterministic assertion suites for agent step sequences, schema contract testing with Pydantic/Zod, synthetic regression harnesses, and CI/CD quality gates.
Education & Certifications
Formal engineering degree credentials and verified technical certifications.
B.Tech in Artificial Intelligence and Data Science
Prathyusha Engineering College
Thiruvallur, Tamil Nadu · Aug 2023 – Expected May 2027
Core Coursework: Machine Learning, Deep Learning, Natural Language Processing, Computer Vision, Distributed Systems, Database Management, and Data Structures & Algorithms.
Verified Certifications (6)
OpenCV Bootcamp
Grade: 100% · Certificate of Completion
Joy of Computing Using Python
Elite · 77% Consolidated Score
Introduction to Machine Learning
Verified Academic Certification
Cloud Computing
Verified Technical Certification
Databases and SQL for Data Science
Professional Certificate Credential
Power BI Micro Course
Practical Business Intelligence