NB//SYS

AVAILABLE FOR SELECT PROJECTS

NIKITA
BABKIN

Senior ML / LLM Engineer

Building production AI systems, RAG platforms, LLM agents and intelligent products.

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01 / ABOUT

Engineering intelligence

I design AI products that survive contact with production — from data and evaluation to reliable inference and observability.

LLMRAGAI AgentsLangGraphKubernetesFastAPI
DATA
RETRIEVE
REASON
SHIP
02 / CAPABILITIES

Systems I build with

AI & LLM

LangGraphLangChainRAGAI Agents

Backend

PythonFastAPIKafkaREST

Cloud

KubernetesDockerAWSVercel

Data

QdrantPostgreSQLRedisVector DB

MLOps

PyTorchHuggingFaceCI/CDTracing
03 / PROJECTS

Selected intelligence

01

FEATURED SYSTEM

AI Assistant

Multi-agent workspace that plans, reasons and executes complex business workflows.

LangGraphFastAPIOpenAI
02

FEATURED SYSTEM

RAG Platform

Enterprise knowledge retrieval with hybrid search, reranking and evaluation loops.

QdrantPythonKubernetes
03

FEATURED SYSTEM

Trend Detection

Real-time signals engine that turns noisy data streams into actionable trends.

KafkaNLPPyTorch
04

FEATURED SYSTEM

Knowledge Assistant

Secure conversational access to distributed corporate knowledge.

RAGPostgreSQLLLM
04 / EXPERIENCE

Where I made impact

2024 — NOW

MARS LLC

Senior LLM Engineer

LLM Agents · RAG · Qdrant · LangGraph · FastAPI

2021 — 2024

MTS Digital

ML Engineer

NER · Kafka · spaCy · LLM Parser · Production NLP

05 / STACK

Technology constellation

PythonFastAPIDockerKubernetesLangChainLangGraphOpenAIQdrantPostgreSQLRedisKafkaPyTorchHuggingFace
6+Years Experience
20+AI Projects
5000+Users
100+LLM Experiments

06 / CONTACT

Let’s build what’s next

Have a hard AI problem or an ambitious product? I’m always open to a thoughtful conversation.

Let's talk