Senior Engineer · AI Engineering · Backend/Platform · Agent-Driven Development
Building LLM-powered systems that remember, reason, and ship. Author of virage (RAG pipeline), kms (agent knowledge management), and edap_model (civilization dynamics modeling).
| Domain | Focus |
|---|---|
| AI Engineering | RAG pipelines, agent architectures, eval frameworks, prompt engineering, tool calling |
| Backend / Platform | Distributed systems, microservices, API design, cloud infrastructure (AWS/Azure), IaC |
| Full Stack Delivery | End-to-end product engineering, Angular/React, TypeScript, CI/CD, observability |
virage — RAG Pipeline That Grows With Your Codebase
TypeScript/Rust · 1.2M+ LOC indexed · Production-grade
The RAG pipeline that indexes once and stays in sync with every commit. Powers agent memory for AI coding assistants. Built with incremental AST-aware indexing, hybrid search (semantic + keyword), and eval-driven quality gates.
Stack: TypeScript, Rust, Tree-sitter, PostgreSQL/pgvector, GitHub Actions
kms — Knowledge Management for AI Agents
Shell/Python · Plugin for Claude Code, Codex, Kilo
Gives AI coding agents durable, checkable knowledge — decisions, facts, and guardrails they won't forget, contradict, or re-litigate. Implements ADR/decision records, fact extraction, guardrail enforcement, and skill composition.
Stack: Shell, Python, Markdown, Git
edap_model — Endogenous Dissipation of Adaptive Potential
Python/TeX · GPU-accelerated · Historical calibration
Mathematical model of civilization dynamics simulating how elite resource extraction erodes cooperation and technology, trapping societies in feudal equilibrium. Addresses Fermi Paradox via Great Plateau/Filter hypothesis.
Stack: Python (JAX/CUDA), TeX, NumPy/SciPy, Matplotlib
TypeScript Python Rust LangChain LlamaIndex Tree-sitter pgvector Eval-driven Dev
C#/.NET 8/10 Node.js Go PostgreSQL DynamoDB Redis Kafka/Kinesis gRPC REST
AWS (ECS, Lambda, RDS, DynamoDB) Azure Terraform GitHub Actions Kubernetes Docker
Angular 21 React TypeScript Tailwind PrimeNG Next.js
Prometheus Grafana ELK OpenTelemetry xUnit Jest Playwright
Agent-Driven Development — AI agents as first-class team members, not autocomplete. Durable context > prompt engineering.
Knowledge as Infrastructure — Decisions, facts, and guardrails are versioned, reviewable, and enforced — same as code.
Pragmatic Craft — Ship iteratively. Measure what matters. Optimize for change. Technical excellence serves product outcomes.
Systems Thinking — Local optimizations fail. Model the whole: data flow, team topology, incentive structures, failure modes.
- Taxonomy Is a Language — Why AI agents need structured vocabulary, not just more context (Medium, Sep 2026)
- The Project I Inherited Had No Memory Either — Onboarding failures as knowledge management gaps (DEV, Sep 2026)
- Two Kinds of Memory — Episodic vs semantic memory in agent systems (DEV, Sep 2026)
- My AI Keeps Forgetting What We Already Decided — The case for durable decision records (DEV, Sep 2026)
- Building a Terraform Provider for Paddle Billing — Real-sandbox testing strategies (DEV, Sep 2026)
All DEV articles → · All Medium articles →
- Senior .NET / Cloud Engineer — Designed & delivered 20+ microservices on .NET 8/10, Python, Node.js across AWS & Azure; integrated GenAI tooling (RAG, agent memory); built CI/CD & IaC from scratch; technical leadership via architecture POCs, code reviews, mentoring
- Senior Software Engineer — Built high-load RESTful APIs & microservices on AWS (.NET Core, EF Core, Dapper); optimized PostgreSQL/RDS for 2–3× query performance; designed async messaging flows (SQS, Kinesis)
- Technical Lead — Led 4–9 engineers building infrastructure for GPU mining operations; architected custom OS distribution + high-performance pool software; stack: Azure, Kubernetes, .NET Core, Kafka, Redis, MongoDB, ClickHouse, PostgreSQL, ELK, Prometheus, Grafana, Angular
| Language | Proficiency |
|---|---|
| English | C1 (Advanced) |
| Russian | Native |
Open to: Senior/Staff IC roles · AI Engineering leadership · Technical advisory · Agent-driven development consulting · B2B / Independent Contractor


