Mountain View, California, United States
Pioneered an AI-Augmented Engineering Workflow that transitions traditional, manual testing into a system orchestration model, hands-on deploying product-grade Agentic AI systems to autonomously generate complex viral code and scale stress-testing workloads. Engineered robust multi-agent frameworks that leverage autonomous reasoning, recursive logic, and code self-correction loops, enabling intelligent agents to dynamically translate dense hardware specifications into executable, vulnerability-injecting test programs. Designed and optimized advanced RAG (Retrieval-Augmented Generation) pipelines coupled with high-integrity knowledge base data ingestion systems to parse, vectorize, and extract highly accurate context from complex technical datasheets, schematics, and raw NAND behavior logs. Integrated intelligent agents directly into the core engineering workflow, replacing traditional, linear diagnostics with automated multi-agent failure analysis to radically accelerate root-cause analysis and scale the validation of intricate customer-level failures.
Apple Product customer support for RMA 1. Lead the Failure analysis and customer support for Apple Product 2. Lead RMA case study and co-work with Design and system support 3. Deliver RMA case feedback to production and communication with customer for RMA case 4. Hand-on test program and Failure analysis tool development with python/C-based code iNAND UFS3.1/UFS4.0 Test Program development and Product Qualification 1. Deliver system & memory test flow for iNAN production 2. System memory Failure Analysis such as I/O , Error handling method, Meta Blk handling. 3. Improvement and handling product DPPM for production 4. Support Customer failure analysis and deliver test flow for RMA 5. Cooperation with firmware team and NAND flash production team with RMA case feedback 6. Hand-on test program and Failure analysis tool development with python/C-based code
NAND Flash Trim optimization NAND Flash component Qualification NAND Flash Electrical Failure analysis NAND Flash Performance characterization and improvement NAND Flash Test Script development by python Big data analysis by python script
NAND Flash Trim optimization NAND Flash Electric Failure analysis NAND Flash Performance improvement and Charaterization NAND Flash operation optimization for enterprise SSD and consumer SSD NAND Flash Test script development with Python and C++ code
The process integration in NAND flash , TCAD simulation for device operation and main array evaluation
3D Vertical NAND ( 24L, 36L) 1. Trim optimization for Cell performance 2. Reliability and Data retention improvement with trim optimization 3. Electrical failure analysis 4. New Cell operation development 2D CTF ( SONOS, TANOS) Development ( 4x node) 1. Peripheral Transistor Development at TANOS project. 2. NAND Cell development for program/erase performance improvement 3. Big data analysis with VBA 2D FG Development ( 4x, 3x , 1x project) 1. NAND Flash Trim optimization for Cell performance 2. Reliability and Data retention improvement with trim optimization 3. Electric Failure analysis 4. Component Qualification and Electical Failure analysis