Building Agentic AI & Multi‑Agent Systems for Software Testing
Autonomous quality agents that read a JIRA story, design the scenarios, write and run the tests, analyze failures, and self-heal — keeping humans in control at the gate.
Flagship Products
Autonomous AI Platforms
Production-grade multi-agent platforms architected for software quality engineering, automated video creation, and WhatsApp conversational commerce.
Omni Quality Platform
QE Agentic Framework & Multi-Test Automation
Autonomous QE Agentic Framework that generates, executes, and self-heals tests across 6 test types (Functional Playwright, E2E, Cross-Browser Selenium, REST API, Performance, and Security OWASP ZAP) directly from JIRA acceptance criteria or live application URLs with root-cause analysis and quality gates.
StudioAgent
The Autopilot Video Studio & B-Roll Content Engine
Automates high-converting short-form video content for Instagram Reels, YouTube Shorts, and LinkedIn with zero hallucinations. Powered by an autonomous multi-agent pipeline handling research, viral scripting, compliance evaluation, rendering, and publishing.
SaarthiOne
Turn WhatsApp Chats into Bookings, Payments & Repeat Customers
An AI teammate that sells, books appointments, and collects payments 24x7 directly inside WhatsApp chats. Handles natural language inquiries, converts chats into real-time bookings, issues instant payment links, and manages customer retention.
About
Engineering Lead with 15+ years of experience in Quality Engineering, Agentic AI, LLM reliability, Agile software delivery, and CI/CD.
Delivered 30–40% reduction in STLC cycle time by implementing AI-powered Shift-Left Quality Engineering and automation across Payments, Lending, Financial Services & Banking — enabling faster releases and improved software quality.
Improved platform reliability through RCA and quality governance, contributing to 99.9%+ production availability and reduced defect leakage.
Journey
Experience
A 16-year arc — from building banking interfaces by hand to pioneering AI-native quality engineering at global scale.
- Architected and launched flagship AI platforms: Omni Quality Platform (Autonomous AI QE & Test Automation), StudioAgent (Autopilot Video Studio & B-Roll Engine), and SaarthiOne (WhatsApp Conversational Commerce & Bookings).
- Architected an AI-driven Agentic STLC integrating multiple LLM-based agents, DevOps and CI/CD — 30–40% reduction in testing effort, 25% faster release validation, and AI-generated test coverage.
- Designed multi-agent AI frameworks with prompt engineering, validation orchestration, and deterministic guardrails — up to 30–40% improved defect detection and zero hallucinations.
- Led Quality Engineering, Test Automation, Performance and Customer Experience across financial products spanning Lending, Payments, Insurance and Collections.
- Architected automation for APIs and Selenium UI, increasing regression automation coverage to 80%+ while significantly reducing manual effort.
- Built and led a distributed team of 30 Quality Engineers across India, Indonesia and Vietnam, establishing engineering standards and delivery governance.
- Reduced Full Cycle Testing from 54 hours to 9 hours (83%) through parallel execution, optimized regression suites and automated quality gates.
- Built CI/CD pipelines with WireMock and Grafana observability, cutting deployment validation effort by 40%+.
Hands-on engineering across quality and automation, re-grounding in delivery before stepping into AI-native quality leadership.
Co-founded an interior design execution and marketplace firm — entrepreneurship, business setup, strategy, operations and technology.
Automated an FX trade platform spanning business rules, monitoring and settlement; led end-to-end delivery and built a framework for database & message validation using JMS, shell scripting and Java.
- Worked across Tosca, Selenium, UFT/QTP, SoapUI, CA LISA (service virtualization) and RIT (GreenHat).
- Credit Suisse: automated a 15-component cash control model converting cash flows into payments.
- JPMC: automated the Mortgage Express System covering end-to-end loan processing from origination to closure.
End-to-end development and execution of SMB Project Lite using Java, JavaScript and MySQL — projects, resource allocation, role permissions, timesheets and reporting.
Developed interfaces for the FLEXCUBE retail banking core, enabling online banking across Internet, Mobile and IVR channels — fund transfers, standing instructions, term deposits, direct debit and account management.
Technical Expertise
What I bring to the table
Deep technical skills and strategic leadership to drive quality in AI-era software engineering.
End-to-end LLM evaluation using DeepEval and Guardrails — including hallucination detection, prompt robustness, semantic scoring, and AI system validation pipelines.
Architecting enterprise-grade automation across API and UI using Java, Selenium, TestNG, RestAssured and Playwright with CI/CD integration.
Designing multi-agent workflows on LangGraph with stateful DAGs, MCP servers, steering files, Guardrails, and self-correcting agent loops for autonomous testing.
Leading SDET teams across BFSI domains, defining quality governance, risk-based testing strategies and cross-functional leadership at global scale.
Improving production reliability using Datadog, Grafana, centralized logging and monitoring — ensuring quality extends well beyond deployment.
Built Orbis Quant Agents, Shorts Factory and Multi Quality Agents — open-source multi-agent AI frameworks shared with the community.
Work
Company Projects
Key delivery work across banking, financial services and FinTech — from trading platforms to payments infrastructure.
End-to-end API, web, E2E and load testing across cashloan, paylater, cicil and the loan platform. Built a CI/CD pipeline on GitLab with WireMock for third-party scenarios, a Gatling + Grafana + InfluxDB load testing pipeline, and a QA dashboard tracking automation coverage, defect rate and team status.
Automated 150 regression scripts per release cycle across 15 interlocking components that convert cash flows into payments. Built a VBA macro utility for XML test data generation and database comparison — reducing manual effort from 1 hour to 15 minutes per cycle.
Optimised and automated 4,000 test cases across MAX, MPX, MyCm, LARS and OnBase. Full end-to-end coverage of loan processing from origination to closure, with an integration framework built for end users.
Baselined regression suite run each release cycle. Automated database and batch processes including incentive calculations. Built a framework for database and report validations with end-to-end POC, estimation and execution.
Automated an FX trade platform covering business rules, monitoring and settlement. Defined requirements and led end-to-end delivery including ops portals, NFR gathering and a database & message validation framework using JMS, shell scripting and Java.
Developed interfaces for the FLEXCUBE retail banking core enabling online banking across Internet, Mobile and IVR channels. Also contributed to Citibank's JFP banking solution covering core banking modules.
Open Source
Projects on GitHub
Multi-agent AI frameworks built in the open — autonomous pipelines for quality engineering, quantitative finance and content production.
The QE Agentic Framework engine behind Omni Quality Platform — four specialist LLM agents (Analyst, Guardrail, Engineer, Evaluator) that read JIRA stories, enforce compliance, generate and execute tests across 6 test types, and self-heal on failure.
A LangGraph multi-agent orchestration framework for quantitative finance — specialised analyst agents with an adversarial bull/bear debate layer, multi-perspective risk audit, and confidence-weighted portfolio synthesis.
The multi-agent video generation engine behind StudioAgent — an autonomous multi-agent pipeline that researches, scripts, evaluates compliance, renders, and publishes short-form videos for Instagram Reels & Shorts.
Credentials
Certifications
Continuous learning in AI, cloud and engineering — validated by recognised programmes.
Looking for my next challenge
Open to Principal SDET, AI Transformation Lead, and LLM Testing roles — on-site, hybrid, or remote. Based in India, open to global opportunities.
Connect
Let's work together
Whether you're building AI quality teams, exploring LLM testing strategies, or looking for a technology partner — I'm always open to meaningful conversations.
Based in India. Available globally — on-site, hybrid, or remote.