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Ihor Romanchuk

Solutions Architect · AI Engineer

I architect AI-native products - and ship them to production.

12+ years designing scalable, secure cloud systems on AWS. I take products from blank repo to production - LLM pipelines, evals, infrastructure, and the UI on top.

Toptal Verified Expert / AWS Certified Solutions Architect / 12+ years

12+

years in production software

4mo

solo, commit → production

3days

bug → fix, was 1.5 months

~10×

faster page loads

01 - What I do

Architecture you can ship. AI you can trust.

02 - Selected work

Four systems, from first commit to production.

All 13 projects →
03 - How I work

AI agents do real work - inside guardrails I design.

  1. Discover

    Domain, users, constraints. Sequence the roadmap so the highest-value capability ships first.

    demos · roadmap

  2. Architect

    Decisions captured as ADRs, systems drawn as diagrams, infrastructure planned as code.

    ADRs · diagrams · terraform

  3. Build with agents

    Claude Code and Cursor, governed by agent rules, a domain glossary and shared skills.

    agent rules · skills · MCP

  4. Evaluate & harden

    Golden-fixture eval suites in CI, deterministic checks on model output, coverage gates.

    evals · tracing · tests

  5. Ship & hand over

    SHA-promoted deploys across environments, and documentation a team can keep shipping with.

    CI/CD · docs · handover

04 - In their words

A manager, a director, a founder.

Ihor delivers features fast without compromising quality… Calm, reliable, and deeply result-oriented - Ihor brings a lot more than just engineering skills to the table.
Oleh MotnykEngineering Lead, HubSpotManaged Ihor directly · 2025
His expertise in React and modern frontend frameworks was key to the success of a critical data analytics platform at PCI, where he made meaningful contributions from day one.
Larissa RodriguesDirector of Software Engineering, PCI Energy SolutionsSenior to Ihor · 2026
He has outstanding communication and analytical skills and challenges the solution in every step, to deliver efficient and sustainable solutions.
Kia KahhaliFounder, APS Compliance ConsultantsManaged Ihor directly · 2020

Trusted by teams at

05 - Capabilities

AI first. Architecture always.

AI engineering & LLM systems

  • LangGraph, LangChain, agentic workflows
  • Claude, OpenAI, Gemini via OpenRouter
  • LangSmith & Langfuse - tracing, prompt versioning
  • Eval harnesses with golden fixtures in CI
  • RAG, document processing, structured outputs
  • Model Context Protocol servers

Solution & cloud architecture

  • Multi-tenant SaaS, tenant isolation
  • AWS - ECS/Fargate, Lambda, RDS, SQS, Cognito
  • Terraform, reusable modules across repos
  • GitHub Actions, SHA-promoted deploys
  • Serverless, event-driven, microservices
  • OAuth 2, OIDC, SSO; HIPAA-compliant work

Leadership

  • Led teams of 2-5 engineers
  • Built a team from scratch
  • 20+ technical interviews at e-Boks
  • Mentoring and code-review culture
  • Stakeholder demos, roadmap sequencing
  • Governance for shared platforms
Full skills →

06 - Credentials

AWS Certified Solutions Architect - Associate

Dec 2025 - valid to Dec 2028

Verify on Credly ↗
Education

M.Sc. Applied Mathematics & Informatics

Ivan Franko National University of Lviv · 2012-2018

Continuous learning
  • AI Agents with LangChain and LangGraph · 2026
  • Generative AI for Everyone · 2025
  • ChatGPT Prompt Engineering for Developers · 2025
07 - Contact

Have an AI product to get into production? Let's talk.

ihorr.romanchuk@gmail.com