Abhishek Kandoi

Senior LLM Engineer | Generalist Software Engineer

Skills

Python
LLM
RAG
PyTorch
Java
Docker
Redis
React
Node.js
AWS
C++
FastAPI

Achievements

90%+ Medical Coding Accuracy

Boosted from 54% at CombineHealth AI

1B+ Events/Day Processing

Scaled Kafka processor at InMobi

ACM ICPC Top 5%

National ranking 2014


Patent Application

Buying Stage Determination in a Digital Medium Environment
U.S. Patent Application 14/949,088

Currently Working

CombineHealth AI

Nov 2024 - Present

Senior LLM Engineer

Python Claude Sonnet Graph RAG Neo4j Docker DynamoDB
  • Boosted accuracy of our ICD-10-CM medical coding from 54% to over 90%
  • Implemented a foundational reasoning layer for our CPT and ICD-10-CM medical coding workforce

Pure Storage India

Jan 2024 - Jul 2024

Member of Technical Staff 4

C++ Python NFS Gemma
  • Won company's Global Hackathon focused on GenAI, leading to an Invention Disclosure
  • Led team in hardening Pure's NFS v4.1 distributed file system using fuzzing techniques
  • Hardened all major NFS v4.1 operations, preventing potential security vulnerabilities

Morphle Labs

May 2021 - Dec 2023

Senior Software Engineer

Java Python Node.js AWS
  • Created transformer-based ML model for WBC hunting, improving recall by 12%
  • Led ML lifecycles for WBC cell hunting, Monolayer Detection, and Out-of-Focus detection
  • Developed scanning algorithm for whole slide imaging, bringing scan time down from 5 to 3 minutes

Ambient.AI

Aug 2017 - Apr 2018

Software Engineer

Python React Node.js Docker
  • Developed WebRTC real-time video streaming platform deployed at 5+ Fortune 100 companies

InMobi

Nov 2016 - Jul 2017

Software Engineer

Java Kafka Docker
  • Scaled Kafka event processor by 40% (to 1 billion events per day or 11,500 QPS)

Projects

AI Workforce for Medical Coding

Highly-accurate medical coder with reasoning using Sonnet 3.7, RAG & Neo4j

NFS v4.1 Red Teaming

Used fuzzing techniques to identify seven critical security vulnerabilities in Pure Storage's NFSv4.1 implementation

WBC Hunting Model

Transformer-based ML model improving recall of WBCs by 12% in blood smear images

Certifications

Oct 2024

Google Cybersecurity Certificate

Issued by Coursera

Nov 2020

Triplebyte Certified Generalist SWE

Certificate ID: R0ucPuE

Aug 2020

Triplebyte Certified ML Engineer

Certificate ID: R0ucPuE

Education

UCSD M.S. Intelligent Systems & Robotics
2019 - 2021
IIT Roorkee B.Tech Computer Science
2012 - 2016