

Assistant Manager — Embedded Validation (HIL) with 5+ years experience at Delta Electronics, MBRDI, and OLA Electric. Expert in ECU validation, diagnostics (OBD/UDS), HIL/SIL execution, and EV charging protocols (CCS/GBT/CHAdeMO). Currently transitioning into AI-driven testing automation: building internal prototypes using Python, LangChain, RAG, Jira API, and Power BI to accelerate failure triage, requirement search, and reporting. Seeking AI Workflow/Automation roles where I can combine deep automotive domain expertise with practical LLM tooling.
Automotive & HIL Validation:
AI & Automation Achievements:
AI HIL Failure Analysis & Triage Agent — Python, LangChain, RAG, Jira API
PDF QA Agent — RAG, PyPDFLoader
AI-Generated Weekly Metrics Dashboard — Power Automate, Power BI, Copilot
Multi-Agent Release Workflow — LangChain Agents, Power Automate
ROI SUMMARY
AI-Assisted Test Automation
LLM-Based Failure Triage (LangChain, RAG, OpenAI)
RAG-Based Requirement Search & PDF QA
Multi-Agent Workflow Orchestration
Power BI & Python Reporting Automation
Semantic Search & Vector Database Integration
Log Intelligence & AI-Driven Root Cause Prediction
Team Leadership & Collaborative Execution
Operational Efficiency Optimization
Employee Performance Evaluation
Resource & Expense Management
Hardware-in-the-Loop (HIL) validation and development
Languages: Python, CAPL, SQL, VBA
AI / LLM: LangChain, RAG, Gemini, OpenAI API, FAISS/Chroma Vector DBs
Automation: Jira API, Power Automate, Zapier, n8n, REST APIs, Outlook Automation
Data & Reporting: Power BI, Pandas, NumPy, Google Sheets API
Automotive Testing: CANoe, vTESTstudio, EV Charging (CCS/GBT/CHAdeMO), OBD/UDS, DTC Analysis
Tools: GitHub, DOORS NG, STARC, Confluence