icetique - Tomasz Klapsia

Technical Leader with long-term CTO experience

Architecture Services

Expert architecture consulting services and strategic guidance.

Services (13)

AI-Assisted Development Workflows

I help engineering teams adopt AI-assisted development effectively, establishing workflows with tools like Cursor and Copilot, code review standards, team guardrails, and practices that improve productivity without sacrificing quality.

Practical AI Engineering

API-First System Design & Versioning Strategy

I help design API-first architectures that enable integration, support evolution, and maintain backward compatibility – focusing on design principles and versioning strategies rather than specific protocols.

Product & Platform Architecture

Caching & Performance Architecture

I help design caching and performance architectures that scale efficiently and maintain responsiveness – focusing on architectural patterns and system-level strategies rather than micro-optimizations.

Product & Platform Architecture

Containerization Readiness Audit

I assess your system's readiness for containerization, evaluating architecture, dependencies, and operational patterns – helping you understand what's needed before containerizing your platform.

Product & Platform Architecture

Data Modeling & Integration Strategy

I help design data models and integration strategies that scale efficiently, maintain consistency, and support business growth – focusing on architectural patterns rather than specific database technologies.

Product & Platform Architecture

Disaster Recovery & Resilience Design

I help design disaster recovery and resilience architectures that protect against failures, minimize downtime, and ensure business continuity – focusing on strategic design rather than operational implementation.

Product & Platform Architecture

LLM Integration Architecture

I help teams evaluate LLM integration approaches for products and engineering workflows, including provider tradeoffs, API boundaries, operational guardrails, cost and reliability considerations, and integration into existing systems.

Practical AI Engineering

Multi-tenant SaaS Architecture Advisory

I help design and validate multi-tenant architectures that scale efficiently, maintain data isolation, and support diverse customer needs – focusing on platform-level thinking rather than implementation details.

Product & Platform Architecture

AI Integration Assessment & Strategy

I assess where AI can add value in your products and internal workflows, identifying opportunities for practical integration that solve real problems rather than chasing AI hype.

Practical AI Engineering

Product Architecture Review

I provide comprehensive architecture reviews that evaluate system design, scalability, maintainability, and technical decision-making – focusing on architectural judgment rather than framework-specific details.

Product & Platform Architecture

RAG Architecture & Integration

I help teams evaluate and implement practical retrieval-augmented generation (RAG) architectures, including retrieval pipelines, grounding strategies, operational tradeoffs, and integration into existing engineering systems.

Practical AI Engineering

Technical Debt & Risk Audit

I conduct systematic audits that identify technical debt, assess risks, and prioritize remediation – helping teams understand what's slowing them down and what needs attention before it becomes critical.

Product & Technical Validation

Vector Database & Semantic Retrieval Strategy

I help teams evaluate vector database approaches and semantic retrieval architectures, including embedding workflows, operational tradeoffs, and integration patterns for AI-powered applications.

Practical AI Engineering

Get in Touch

Ready to discuss your project?

Whether you need help with product architecture, technical validation, engineering leadership, high-impact execution, or practical AI engineering, I'm here to help.