RUNS tests/cloudops_agent.spec.py
Ops on autopilot.
Autonomous CloudOps Engineer
An AI SRE agent that reads Kubernetes events, logs and metrics, finds why a workload is failing, and fixes it.
Oct 2026 → in progress
Karan Tej
Forward Deployed Engineer
01checkout
queued
Where models meet production.
A trained model is good. A model running in production is better. I build both.
CS undergrad at Sri Siddhartha Institute of Technology. I build AI systems in Python and ship them with Docker, Kubernetes and CI/CD.
↓- 9.38
- CGPA out of 10
- Top 10%
- of my class
- 4
- AI systems built
02build
queued
Resolving dependencies
The toolchain.
- languagesPythonSQLC
- genaiLLMsAI agentsRAGPrompt engineering
- mlPyTorchTensorFlowscikit-learnOpenCVNLPComputer vision
- infraDockerKubernetesCI/CDLinuxGit
- datapandasNumPyMySQLJupyter
03test
queued
Four suites. Three passed, one still running.
Work that passed.
PASS tests/fleet_detection.spec.py
Eyes on the road.
Fleet Detection
Detects, classifies and tracks vehicles in video with OpenCV, tuned on mAP and per-class recall.
Jan 2026 → Apr 2026
● RECframe 0000
car · #07
truck · #12
bus · #03
bike · #21
PASS tests/ai_soc_analyst.spec.py
Spot the odd one out.
AI SOC Analyst
Unsupervised anomaly detection on security logs. Every alert is ranked by severity and explained by its features.
Sep 2025 → Dec 2025
PASS tests/risk_engine.spec.py
Scores with reasons.
Risk Engine
Explainable risk and fraud scoring, validated with backtesting and 5-fold cross-validation.
May 2025 → Aug 2025
5-fold cross-validation
fold 1
fold 2
fold 3
fold 4
fold 5
04integrate
queued
AI/ML Tech Lead · QARC Committee · Feb 2026 to now
I lead a student ML team across three projects.
job 1 · scope
Open questions in. Deliverables out.
Research questions become scoped work with clear metrics.
job 2 · direct
Three projects. One direction.
Anomaly detection, vision and risk modelling.
job 3 · debug
Every run reproducible.
Experiments and pipelines tracked in Git.
job 4 · mentor
Teaching the whole loop.
Python and scikit-learn, end to end.
05release
queued
Release notes.
2024 → 2028
B.Tech, Computer Science
award
2nd place, Code Buzz
award
Winner, Arduino Workshop
2025
Data Science, ML, DL and NLP Bootcamp
06deploy
queued