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NAND EFA · Micron NTI · Singapore

Edidi Sai Anant.

Electrical Failure Analysis on NAND flash at Micron's R&D group in Singapore. I trace fail signatures and isolate root causes across the full FA workflow.

Currently at Micron Technology in Singapore, doing Electrical Failure Analysis on NAND memory devices within the NTI (NAND Technology Integration) R&D group. I investigate electrical fail signatures from triage through physical localization to root-cause determination.

Before that: an MSc in Electrical Engineering from NUS, specializing in Nanoelectronics, with coursework in memory technologies, VLSI design, and embedded hardware systems. I also served as a Graduate Assistant for microcontroller programming and computer architecture labs.

I find the intersection of hardware and software genuinely interesting, and I am comfortable working across both.

Outside of work: I enjoy solving puzzles, cooking, gaming, music, and travelling.

At a glance

Domain NAND Flash · FA · VLSI
Tooling Python · Cadence · Xilinx
MSc Nanoelectronics · NUS · 2025
BTech ECE · SRMIST · 2023
Based Singapore

NAND EFA Engineer @ Micron Technology

2025 – Present · Singapore · On-site

  • Perform electrical failure analysis on NAND memory devices within the NTI (NAND Technology Integration) R&D group
  • Investigate fail signatures to determine root cause, from electrical verification through physical localization and mechanism understanding
  • Support yield and debug teams by translating electrical failure data into actionable engineering conclusions
  • Work at the intersection of hardware characterization, circuit analysis, and software tooling

Graduate Assistant @ National University of Singapore

Aug 2024 – Nov 2024 · 4 mos · Singapore · On-site

  • TA for EE2028 (Microcontroller Programming and Interfacing) and CG3207 (Computer Architecture)
  • Ran lab sessions, graded assignments, gave feedback on lab work
  • Collaborated with faculty to overhaul lab materials to improve clarity and reduce common student errors
  • Developed strong technical communication skills through lab instruction and student mentoring

Project Intern @ Maven Silicon

Dec 2022 – Jan 2023 · 2 mos · Bangalore, India · Remote

  • Designed a synthesizable AHB to APB bus bridge in Verilog HDL, including a reversible logic-based error detection and correction module
  • Decomposed complex design into modular components from RTL through gate-level synthesis
  • This work resulted in an IEEE publication on data integrity in bus bridge architectures

Intern @ Sandeepani School of Embedded System Design

Jun 2022 – Jul 2022 · 2 mos · Bangalore, India · Remote

  • Developed and verified a UART protocol implementation in Verilog HDL
  • Ran functional verification of a Half Adder in SystemVerilog with QuestaSim coverage analysis
  • Gained foundational exposure to verification methodology including random stimuli and coverage-driven testing

VLSI Interconnect Modelling

Optimized processor interconnects using Elmore RC models and Cadence Virtuoso for a 2-core processor at 45nm. Focused on energy-delay tradeoffs and signal integrity.

Standard Cell IP Development

Ring oscillator Standard Cell IP in Cadence Virtuoso at 40nm. Hierarchical design, DRC/LVS clean, area-minimized with PVT corner analysis.

FPGA Hardware Accelerator

MLP neural network inference accelerator on Xilinx Zynq-7000. Implemented in software, HLS, and Verilog. Profiled and optimized with pipelining, loop unrolling, and array partitioning.

In-Memory Compute Circuit

In-memory compute circuit using NeuroSim for neural network acceleration. Explored quantization float64 → int4 and its effect on accuracy vs. efficiency tradeoffs.

AHB-APB Bridge + ECC

Synthesizable AHB to APB bridge with reversible logic-based error detection and correction. Led to an IEEE publication on data integrity in bus bridge architectures.

IEEE · Jun 2023

Autonomous Vehicle Safety System

Intelligent system detecting driver medical distress with automatic response. Continuous vitals monitoring with embedded safety logic.

Patent No. 202341043496 · Mar 2025

Publications

IEEE · May 2023

Improving Data Integrity with Reversible Logic-based Error Detection and Correction Module on AHB-APB Bridge

Research on enhancing data integrity in bus bridge architectures using reversible logic, originating from the Maven Silicon internship project.

Grenze International Journal · Jun 2022

A Survey on Affordable Internet of Things (IoT) Enabled Healthcare Systems

Comprehensive survey on cost-effective IoT solutions for healthcare applications.

Patent

IN Patent No. 202341043496 · Issued Mar 28, 2025

A System for Controlling an Autonomous Vehicle and a Method Thereof

An intelligent safety system for autonomous vehicles that monitors driver vitals for medical distress and responds automatically to ensure occupant and road safety.

Granted

Domain

Failure Analysis Flash Memory (NAND) Semiconductor Device Physics VLSI

FA Tools

EMMI Testers / ATE

Languages

Python C++ Verilog SystemVerilog HLS

EDA / CAD

Cadence Virtuoso Avalon Xilinx Vivado Xilinx Vitis QuestaSim

Other

PCB Design (Eagle) Arduino / NodeMCU / RPi LaTeX Git

Certifications

Python for Data Science & AI: IBM · Coursera Building a RISC-V CPU Core: Linux Foundation · edX Embedded Systems with Arm: ARM Education · edX Programming in C++: NYU · edX PCB Design: Internshala 5G with Edge, IoT & AI: Linux Foundation · edX IoT Systems & Design Thinking: EPFL · edX Introduction to IoT: Cisco Networking Academy Python Fundamentals: University of Michigan · Coursera

MSc Electrical Engineering

National University of Singapore

08/2023 – 06/2025 · Singapore

Specialization: Nanoelectronics

VLSI Digital Circuit Design Memory Technologies Embedded Hardware System Design

Graduate Assistant: EE2028 Microcontroller Programming & Interfacing · CG3207 Computer Architecture

BTech Electronics & Communication Engineering

SRM Institute of Science and Technology

06/2019 – 07/2023 · Chennai, India

Semiconductor Device Modelling VLSI Design Digital Electronics Microcontroller & Interfacing ARM-Based Embedded Systems Analog & Digital Communication

07. what's next?

Let's connect.

Whether you're curious about failure analysis, want to talk semiconductor stuff, have a tool that needs building, or just want to connect, I am reachable. Open to collaborations and conversations about semiconductor engineering and failure analysis.