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mukktinaadh/README.md

Hi, I'm Mukktinaadh πŸ‘‹

AI/ML Engineer β€” building production AI systems, not demos.

Portfolio LinkedIn Email LeetCode


About

Recent CS graduate who builds AI systems that ship to production. My internship work is live β€” a RAG pipeline handling 300+ daily healthcare assignments at 90%+ accuracy. I have a published paper in federated learning and a paper under review at NeurIPS 2026. I focus on the intersection of agentic AI, distributed systems, and MLOps.

Currently interested in: voice agents, agentic AI systems, RAG pipelines, production MLOps.


What I've Shipped

πŸ”₯ PyroQueue β€” Distributed Task Queue

893 req/sec Β· p99 <170ms Β· 0% failure rate

Built from scratch on Redis β€” no Celery, no RQ. Priority queues via sorted sets, worker pool via Python multiprocessing, exponential backoff retry (3x), dead-letter queue, live FastAPI monitoring dashboard, Prometheus + Grafana instrumented.

Repo Python Redis FastAPI Prometheus Grafana Docker Locust


πŸ₯ AI Healthcare Scheduling System (Production β€” MyOnsiteHealthcare)

90%+ accuracy Β· 300+ daily assignments Β· Live in production

RAG pipeline over patient records and staff availability. LangChain agent executes natural language scheduling commands β€” override assignments, reschedule visits, update patient data. Integrated end-to-end with FastAPI + PostgreSQL + Redis on AWS. Agentic CI/CD system via GitLab MCP with zero manual intervention.

LangChain FAISS FastAPI PostgreSQL Redis AWS Docker GitLab MCP


πŸ” Veriblock-FL β€” Privacy-Preserving Federated Learning

Published Β· IJSDR Vol 11 Issue 4 Β· Impact Factor 9.15

Federated learning framework with zk-SNARK cryptographic verification to prevent gradient poisoning. Byzantine fault-tolerant coordination β€” maintained liveness under 30% simulated node failure. gRPC reduced inter-node overhead 10% vs REST baseline.

Repo Paper Python PyTorch gRPC Federated Learning zk-SNARKs Blockchain


πŸ€– Agentic Research Paper Evaluator

Multi-agent RAG pipeline with semantic retrieval (FAISS), LLM-based methodology critique agent, structured scoring agents, and citation graph traversal for automated related-work discovery.

Python LangChain FAISS FastAPI Multi-agent


πŸ“ˆ Deep-LOB-Agent v2 β€” Financial Time Series

LSTM + Multi-Head Attention hybrid for mid-price movement prediction on L2 order book data. Optimized inference to <10ms latency on tick-level data with 500ms prediction horizons.

Python PyTorch LSTM Multi-Head Attention Time Series


🧠 NASLib Experiments β€” Neural Architecture Search

Benchmarked DARTS and evolutionary NAS strategies across 200+ architectures on CIFAR-10/NAS-Bench-201. Reproducible MLflow tracking across SGD, Momentum, and Adam optimizers.

Python PyTorch DARTS MLflow NAS-Bench-201


Research

Status Title Venue Year
πŸ”„ Under Review SCAR: SLO-Constrained Anytime Reasoning for Language Model Agents NeurIPS 2026 2026
βœ… Published Veriblock-FL: A Blockchain-Based Verifiable Federated Learning Framework Using zk-SNARKs IJSDR Vol 11 Issue 4 Β· IF 9.15 2026
πŸ“„ Preprint NeuroChainOps β€” Privacy-Preserving Blockchain MLOps for Federated NAS ResearchSquare 2025

Technical Skills

AI / ML / GenAI

Python PyTorch TensorFlow HuggingFace LangChain scikit--learn

Backend / Infrastructure

FastAPI Redis PostgreSQL Docker Kafka gRPC

Cloud / MLOps

AWS Azure Prometheus Grafana MLflow Kubernetes

Languages

Python Java JavaScript TypeScript SQL C


GitHub Stats

GitHub Stats

Top Languages

GitHub Streak


Pinned Repos to Check

Repo What it is
PyroQueue Distributed task queue β€” Redis, 893 req/sec, Prometheus
Veriblock-FL Federated learning + zk-SNARKs β€” published paper
Graph_anamoly_detectio_GNN Graph neural network for anomaly detection
Multivariate_Anomaly_LSTM_VAE LSTM + VAE for time series anomaly detection
Active_Learning_Pipeline Active learning pipeline for efficient labeling
Geospatial_Crime_Prediction Geospatial ML for crime pattern prediction

Open to AI/ML Engineer, AI Engineer, and SDE roles β€” Hyderabad, Bangalore, or Remote

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