Building intelligent test automation frameworks, self-healing locators, AI-powered bug detection, and production-grade ML pipelines. 5+ years in QA, now bridging automation and artificial intelligence.
A Senior QA Automation Engineer and AI developer with 5+ years building JavaScript-based UI/API automation frameworks for PolicyCenter, BillingCenter, and ClaimCenter across 15+ insurance lines. Now building AI-powered testing tools, RAG systems, and agentic AI applications.
Full-stack expertise across test automation, artificial intelligence, and production engineering.
Self-healing locators, visual regression, AI-powered test generation with Playwright.
Playwright & MLRetrieval-augmented generation, document Q&A, and LLM developer tooling.
FAISS & TransformersFastAPI/Flask backends, ML model serving, responsive frontends.
FastAPI & PythonNLP pipelines for policy extraction, clause classification, business rule validation.
NLP & GuidewireTakes natural language descriptions of user workflows and generates complete, runnable Playwright test scripts in Python. Uses NLP to parse user intent, maps ac...
An autonomous testing agent with multi-node graph architecture: test planning, execution, bug analysis, self-healing locators, and result reporting with conditi...
When UI automation tests break due to changed selectors, this tool automatically finds the best alternative locator using DOM similarity scoring, attribute fuzz...
Uses computer vision (SSIM, perceptual hashing) to detect and classify visual differences between baseline and current screenshots as layout shift, color change...
Takes plain English requirements or user stories and generates complete Gherkin/Cucumber BDD scenarios with Given/When/Then steps, edge cases, and .feature file...
Generates realistic, schema-aware test data for any domain. Supports insurance policies, user profiles, transactions, API payloads with boundary value and negat...
Analyzes test execution history from JUnit XML reports to identify flaky tests using statistical analysis and ML classification. Outputs HTML reports ranking te...
Takes an OpenAPI/Swagger spec and automatically generates comprehensive API test cases including happy path, edge cases, boundary values, type mismatches, and s...
Automatically classifies bug reports by severity, category, affected component, and suggested assignee using NLP with TF-IDF and scikit-learn classifiers. Inclu...
A retrieval-augmented generation system for QA teams. Upload test documentation and runbooks, ask natural language questions, get grounded answers with source c...
An NLP pipeline that processes insurance policy documents to extract coverage types, limits, deductibles, exclusions, dates, and endorsements. Validates against...
A RAG system enabling users to upload documents (PDF, TXT, Markdown) and receive AI-generated answers grounded in their own material with source citations. Uses...
An automated evaluation framework for RAG chatbot systems built for P&C insurance policy documents. Evaluates answer quality across groundedness, relevance, lat...
An autonomous AI agent that navigates websites, finds bugs, generates Playwright tests, captures screenshots, and produces structured test reports with severity...
An AI-assisted bookmark manager that saves, organizes, and retrieves web pages. Fetches metadata, generates extractive summaries, creates tags, and provides sem...
A web application that analyzes resumes against job descriptions to provide ATS compatibility scoring, keyword gap analysis, and AI-powered bullet point rewrite...
Transforms unstructured meeting notes into structured, actionable summaries with key decisions, prioritized action items with assignees and due dates, and times...
An automated stock trading system that applies Vedic astrology principles (eight-layer analysis including Graha Drishti, Vimshottari Dasha, Yogas, Nakshatras) t...
A pip-installable test generation framework using AST parsing. Generates comprehensive pytest suites with boundary value analysis, equivalence partitioning, and...
A text similarity engine that combines TF-IDF, cosine similarity, and Jaccard distance to find semantically similar documents. Useful for plagiarism detection, ...
FastAPI + WebSocket real-time ML inference server with batched prediction, model hot-reloading, A/B testing, health monitoring, and in-memory feature cache.
A pip-installable guardrails library for validating LLM outputs. Enforces schema compliance, detects PII leaks, scores hallucination risk, filters toxic content...
Multi-agent system with specialized agents (Security, Performance, Style, Orchestrator) collaborating via message-passing architecture for comprehensive code re...
An ML-powered recommendation engine that analyzes text input describing your current mood and recommends music genres, tempo ranges, and synthetic playlists usi...
Lightweight experiment tracking system. Log hyperparameters, metrics, artifacts. Compare experiments with Flask dashboard. SQLite-backed, zero-config.
A pip-installable CLI for intelligent log analysis. Parses logs, detects anomalies using statistical methods and clustering, identifies root causes, generates i...
Extracts entities and relationships from text using NLP, builds queryable knowledge graph with NetworkX. Shortest path, PageRank, connected components. FastAPI ...
GraphQL API gateway over multiple AI models. Task-based routing, response caching, rate limiting, request batching. Strawberry GraphQL + FastAPI.
Lightweight feature store for ML workflows. Feature registration with schemas, versioned feature sets, point-in-time lookups, REST API for online serving. SQLit...
Event-driven stream processing for real-time ML inference. Async message broker, windowed aggregation, real-time features, online prediction. No external broker...
A pip-installable toolkit for building embedding pipelines. Multiple chunking strategies, embedding generation with caching, unified vector store interface supp...
A pip-installable data pipeline framework with YAML-defined ETL workflows. Built-in operators for transform, validate, profile, and load data with HTML profilin...
Automated data validation framework. YAML expectations, 12+ check types, statistical anomaly detection, HTML reports with trend tracking.
DAG-based workflow orchestration for ML pipelines. YAML task dependencies, topological execution with parallelism, retry with backoff, state persistence.
Intelligent API testing from OpenAPI specs. ML failure prediction, property-based testing, chaos strategies (boundary, type confusion, null injection, Unicode),...
Undertook a comprehensive analysis to address significant challenges faced by ACKO Technology and Services Pvt Ltd. Combined both qualitative and quantitative research methodologies - conducted a survey of 200 respondents and 15 individuals for 30 product profiles to gather data on customer experience and pricing sensitivity. Applied advanced analytical techniques such as Linear Regression, Conjoint Analysis and other product analytics tactics to uncover key factors affecting customer satisfaction, pricing sensitivity, and brand recognition in rural areas. Employed Agile, Lean, and Design Thinking methodologies to guide iteration of product features. Brought three years of experience as a Technical Consultant for US insurance companies with knowledge in insurance and digital solutions.