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Full-cycle

Full-Cycle AI Engineer

I design and build complex software systems, from industrial platforms to AI applications.

I bring years of experience with industrial control, CAD, specialized software and modelling platforms: from systems analysis and requirements through architecture, development, integration and product delivery. In recent projects, I organize the full SDD + TDD cycle with minimal manual coding and use AI chats and assistants to work with complex process diagrams and data.

Open to workRemote · UTC+3
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01

Selected work

AI applications, medical software and industrial platforms built from requirements through delivery.

REPEAT Modelling Platform

From architecture and team formation to delivery

2023Delivered

As architect and team lead at ITC JET, I developed requirements and the architecture for REPEAT, a model-based engineering and mathematical modelling platform. I formed a team of 20+ specialists, organised development environments and CI/CD, reviewed server code and helped build the result archive, parallel calculations and external integrations.

20+
Specialists in the team
  • Architecture
  • Modelling
  • GitLab CI/CD
  • Team Lead

Vershok Industrial Control Platform (ACS/DCS)

ACS/DCS, SCADA and IIoT for Unix-like and real-time systems

2020Delivered

At the Fizpribor plant I was deputy development lead for the Vershok ACS/DCS industrial platform in a team of 15+ specialists. I gathered and formalised customer and system requirements, designed and developed its core and utilities in C/C++ and Python, supported developer environments and CI/CD, and took part in acceptance testing.

15+
Specialists on the team
  • C/C++
  • Python
  • Real-time
  • CI/CD

Integration of SmartPlant Foundation PLM and Enterprise CAE Products

PLM integration, CAD product design and development

2016Delivered

Developed PLM/CAE integrations and industrial software for nuclear power systems. Connected SmartPlant Foundation, SmartPlant P&ID, Oracle and CAD tools through TEF and .NET; also built industrial control database clients, simulator communications and safety display software. The disclosure contains the full work record from the source resume.

All VNIIAES work
  • Built clients for MongoDB, Tarantool, Aerospike, MySQL and PostgreSQL; used native C connectors in C/C++ projects.
  • Optimized database load for cluster node synchronization and industrial control data archiving.
  • Developed Category A safety display software: display driver, rendering module, HMI and frame generation, bootloader and binary installation images. The project used Oberon in the A2 environment.
  • Developed communications software between the S3/SmartGet simulator and the PORTAL information and computing system at Novovoronezh NPP Unit 2, including a C++ exchange driver.
  • Developed communications software between a simulator and the real-time SAIPMS server at Balakovo NPP Unit 4: a C++ agent, scripts and a real-time database connector.
  • Modernized the communications software by increasing signal capacity and adding timestamp and data-quality processing.
  • Developed a Linux client and OpenVMS services in C and Fortran.
  • Built a TEF-based import of process data from SmartPlant Foundation into the ASPUS CAD system.
  • Built a TEF adapter to retrieve and publish data for SmartPlant Foundation.
  • Built a process data importer from Oracle, the SmartPlant P&ID database.
  • Built a process data importer using SmartPlant P&ID logical-model automation server interfaces.
  • Built consolidated reports and a database of completion statistics for VVER-TOI process diagrams, using SmartPlant Foundation as the data source.
  • Built a tool to check the results of preparing specifications for manufacturing plants.
  • Implemented the Windows integration projects on .NET.
  • Stack: C, C++, Fortran, Oberon, A2, .NET, Windows, Linux, OpenVMS, MongoDB, Tarantool, Aerospike, MySQL, PostgreSQL, Intergraph SmartPlant Foundation, SmartPlant P&ID, Oracle, TEF, industrial control systems.
  • SmartPlant Foundation
  • SmartPlant P&ID
  • TEF
  • .NET
  • Industrial control
  • C/C++
  • NoSQL
  • OpenVMS

System Design Review

Architecture review with several AI models

2026Active

I built an application that compares how different AI models assess a system design through OpenRouter. I define the requirements and review the architectural decisions and the result; the application is implemented and maintained.

  • System Design
  • OpenRouter
  • LLM
  • AI Routing

AI-assisted SCADA

Small-scale automation with a built-in assistant

2026Active

I designed and built a SCADA application for small automation systems with an integrated AI assistant. I own the architecture and integration decisions; the application is implemented and maintained.

  • SCADA
  • AI assistant
  • Industrial systems

AI-assisted 0D/1D Modelling

A working MVP with a topology processor

2026MVP

I am developing a modelling application with an AI topology processor and assistant. The MVP works: the processor helps build a diagram, add ports, connect components and check the integrity of electrical circuits. Development continues.

  • 0D/1D
  • AI topology
  • Modelling
  • MVP

AI Assistants for Telegram & Web

Assistants connected to real user channels

2026Active

I build and maintain AI assistants for Telegram and websites. The work combines requirements, user-facing interactions, tool integration and review of the resulting behaviour.

  • AI agents
  • Telegram
  • Web
  • Integration

MRI System Service

Event-driven control of scanner subsystems

2025Delivered

At JET LAB I decomposed requirements for the MRI equipment control service, designed its event-driven processing and developed the service. I built six subsystem simulators to test message formats, load and architectural decisions.

6
Subsystem simulators
  • Java
  • Kafka
  • NATS
  • Event-driven

MRI PACS & Physician Workstation

Imaging storage, exchange and a clinical client

2025Delivered

I designed the PACS integration and physician workstation for the MRI system, defined use cases and interaction diagrams, deployed a PACS server and developed a Java client for DICOM exchange. The workstation used Weasis.

  • DICOM
  • PACS
  • Weasis
  • Java

MRI Monitoring & Logging

Observability for a medical equipment complex

2025Delivered

I defined the requirements and architecture for monitoring and centralised logging of the MRI complex, then implemented the solution with Grafana, Prometheus and Loki. I also prepared architecture diagrams and operating guides.

  • Grafana
  • Prometheus
  • Loki
  • Monitoring
02

Full-cycle stack matrix

The skills behind the work, from AI applications to systems engineering and delivery.

01

AI Applications

I design AI-assisted applications from requirements and system architecture through integration and verification.

Applications and agents

  • ███LLM applications
  • ███AI agents
  • ██AI routing
  • ██RAG

Agent development

  • ███SDD specifications
  • ██MCP
  • ██n8n
  • ███Human-in-the-Loop
02

Architecture & Systems

Industrial and medical software, event-driven services, integrations and delivery infrastructure.

Architecture and analysis

  • ███System requirements
  • ███C4 / UML / BPMN
  • ███API and integration design

Services and integration

  • ███Java
  • ██Kafka
  • ██NATS
  • ██DICOM / PACS
  • ██C/C++
  • ██Python

Delivery and operations

  • ███Docker
  • ███GitLab CI/CD
  • ██Grafana / Prometheus / Loki
03

Interfaces & Quality

I work on the user-facing parts of technical products and verify the complete system before delivery.

User-facing applications

  • ██React
  • ██Website AI assistants
  • ██Weasis workstation

Verification

  • ███GUI and API tests
  • ███Acceptance testing
  • ██Load testing
03

AI node & security status

A demonstration panel, wired to a JSON file rather than to live probes.

AI Node & Security Status

DEMO

Simulated telemetry panel. These values are authored in status.json for demonstration and are not measured from a live probe.

AI node

  • Inference runtimeOK
  • Vector indexOK
  • Training pipelineWARN
  • Drift monitorOK

Security posture

  • WAFActiveOK
  • TLS certificateValid · 82 dOK
  • Rate limiterOperationalOK
  • Content Security PolicyEnforcedOK
  • Secret storeVault · sealedOK
  • BackupsRestored 11 minOK

Event log

    04

    AI sandbox

    Chat with my resume

    AI sandbox

    Chat with my resume

    Answers are generated locally from an authored script. The FastAPI backend in openapi/chat-api.yaml is contract-ready but not connected in this demo.

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