Data Engineer
iCustomer · Full-time
San Francisco, California · Hybrid
Data infrastructure · segmentation · LookML · SQL optimization
01 Personal systems archive
Chetan
Kumar
Korivi.
AI/ML Engineer and AI-Native Data Engineer building systems that retrieve, reason, and ship.
6+production AI apps
95Krecords processed
+12%retrieval accuracy
-40%incident response
02 / Profile
I work where applied intelligence meets dependable infrastructure.
My work spans RAG, LLM fine-tuning, semantic search, BigQuery, cloud deployment, and the data workflows that make AI products useful in the real world.
AI Engineer
ML Engineer
LLM Engineer
GenAI Engineer
Data Engineer
Data Scientist
Big Data Developer
Backend Engineer
Full-Stack AI Developer
Automation Specialist
Data / Reporting Analyst
03 / Selected work
Public implementations
and deployed experiments
LOG → SIGNAL → ACTION
01 / AIOps · LangChain · AWS
WatchTowerAI
LLM-powered log classification, runbook generation, and Slack alerts for faster incident response.
View repository ↗SCIENCE / RETRIEVAL
02 / SciBERT · FAISS · RAG
MedIntel
Biomedical question answering grounded in research literature.
View repository ↗SAFE INPUT / TRUSTED OUTPUT92%
03 / AI safety · Detection
LLMGuard
Prompt-injection and jailbreak detection for safer LLM applications.
View repository ↗20K+ TRAINING EXAMPLES
def explain(code):
return clarity04 / Flan-T5 · Python · HF
CodeMentor-AI
A coding assistant fine-tuned to turn difficult programming concepts into useful explanations.
View repository ↗04 / Experience
A short timeline
of shipping work
Machine Learning Engineer
GENIE AI · Full-time
Toronto, Ontario, Canada · Remote
Multimodal assistant · RAG · TTS · Hugging Face inference
Game Developer
Unreal Engine User Group · Self-employed
Hyderabad, Telangana, India · Remote
Unreal Engine · gameplay systems · prototyping · interactive experiences
Motion Graphic Designer
Information Data Systems (IDS) · Full-time
Remote
Motion design · visual storytelling · creative production · internship
05 / Education
Academic foundation
for applied systems work
B.Tech, Computer Science
VIT-AP University
AI systems · applied ML · explainability · product delivery
06 / Research
Applied computer vision
manuscript in progress
BIRDZ81%mAP@50
Indian bird species detection · YOLOv12
BirdZ: visual recognition for Indian bird species
I curated and prepared a dataset of more than 6,900 images across 14 Indian bird species, then trained and evaluated a YOLOv12 detection pipeline. The work achieved an mAP@50 of 81% and is being developed into a research paper focused on practical computer-vision systems for regional biodiversity.
07 / Next signal