// SECTION_02
The Lab
EFFICIENCY_METRICS
0
prompts_before
0%
workload_reduction
15-3
prompts_after
AI Context Graph
Knowledge graph indexing 10,000+ test cases from legacy suites and full API docs across all product lines. Custom retrieval Skills ground every AI-generated automation in existing coverage — zero hallucinations, zero duplicates.
Multi-Agent QA Lifecycle
End-to-end pipeline via Atlassian MCP: auto-generate TCMs, human review, then AI builds Playwright automation. Downstream agents run i18n, WCAG, and security checks. 80% workload reduction.
Self-Healing Test Pipeline
CI/CD agentic workflow: test failures trigger a background AI agent that analyses artifacts, generates a Playwright fix via MCP, and raises a PR. Engineers review and approve — flaky test MTTR near-zero.
AI Test Gen from User Stories
Every automatable User Story flows through AI agents — Test Case Map generated, automation subtask created, GitHub Copilot background agent delivers a working Playwright PR. QA engineers shift to reviewing.
GitHub Copilot QA Orchestration
Custom Skills and instructions tuned for quality engineering: PR code review quality gates, test coverage checks, and automation workflow delivery integrated directly into the engineering pipeline.
// SKILL_MATRIX
// SECTION_03
Experience Timeline
███████████████████████████████
PowerSchool- ▹Self-Healing Test Automation Pipeline: CI/CD agentic workflow where test failures trigger a background AI agent — analyzes logs, screenshots & pipeline context — generates a Playwright fix via MCP and raises a PR. No manual debugging. Flaky test MTTR near-zero.
- ▹AI-Driven Test Generation from User Stories: Operationalising a pipeline where every automatable User Story flows through AI agents to generate a Test Case Map, create a context-rich automation subtask, and hand off to a GitHub Copilot background agent that delivers a working Playwright PR.
- ▹GitHub Copilot QA Orchestration: Configured GitHub Copilot background agents with custom Skills and instructions for PR code review quality gates, test coverage checks, and automation workflow delivery integrated into the engineering pipeline.
- ▹AI Context Graph — Agent Knowledge Infrastructure: Built a context graph indexing 10,000+ test cases from legacy automation suites and full API documentation across all PowerSchool product lines. Eliminated hallucinations and duplicate test generation entirely.
- ▹Multi-Agent QA Lifecycle Orchestration — 80% Workload Reduction: Multi-agent pipeline via Atlassian MCP fetching Epics, User Stories, PRs and comments to generate TCMs. AI then builds Playwright automation; downstream agents run i18n, WCAG, and security validation.
- ▹Quality Strategy Ownership: Zero P0 production incidents over 4+ years on Schoology SaaS platform through shift-left practices, CI/CD quality gates, and proactive risk identification.
█████████████████████████████████████
FireEye (Mandiant)- ▹Python Automation Framework from Scratch: Built UI and E2E test automation frameworks in Python + Nosetests for enterprise security products — accelerating release cycles and establishing automation standards.
- ▹Cross-Functional QA at Scale: Partnered with security engineers and PMs to test complex threat detection systems — high-stakes product quality in a security SaaS context.
██████████████████████████████████
Quick Heal Technologies- ▹Security Research & Automation: Malware analysis, threat classification, and Python tooling to eliminate manual analysis workflows.
- ▹Foundation of prevention-first quality mindset applied throughout career.
// SECTION_04
Education & Certs
MSc in Machine Learning & AI
Liverpool John Moores University • England
PG Diploma in AI & ML
IIIT Bangalore
2025–2026
Bachelor of Engineering in IT
Shah & Anchor Kutchhi Engineering College • Mumbai
2012–2015
CERTIFICATIONS
CopilotXcelerate: AI-Powered Python for Data Science
Certified Ethical Hacker (CEH)
Oracle Certified Expert Database SQL
// SECTION_05
Let's Connect
Open to collaboration on AI-driven QA innovations, multi-agent systems, and automation architecture.
> designed & built by Shantanu Vichare • 2026
> powered by Next.js + Three.js + anime.js