IT CONSULTANT · PLATFORM ENGINEERING + APPLIED AI

Tomasz Jedynak

I design and ship systems at the intersection of platform engineering and applied AI, before handing them off.

Get in touch See how I can help Open to new conversations

What I do

I'm at my best in unexplored territory: a brand-new problem or an old system nobody ever got around to documenting. That's where I shape the first prototypes from scratch: build an understanding of the process, identify the problem, design the solution, build it with my own hands, and hand it off, staying on in an advisory capacity when that's useful. Routine bores me fast, so once the ground is mapped, I move on to the next unknown. On the toughest legacy incidents, I drive the diagnosis and fix from start to finish, drawing on the team's knowledge wherever I need it. Whatever repeats, I automate and turn into a tool instead of doing it by hand again.

10+ years

enterprise cloud, Big Data & platform engineering

0→1

I design it and ship it myself, not just plan it

Pioneer

uncharted territory, first prototypes

Solo / small teams

high autonomy, async mode

Stack & skills

AI / Agentic / MCP

MCP servers (FastMCP) Claude Code Gemini CLI GitHub Copilot RAG agent orchestration LLM integration Ollama (local LLM) LangChain / LangGraph MLOps Prompt & context management LLM evaluation & provenance

Cloud & IaC

GCP AWS Azure Terraform Crossplane Helm Ansible Hybrid on-prem/cloud infrastructure

Kubernetes & GitOps

Kubernetes ArgoCD Docker Ingress & TLS automation IAM / SSO (OAuth2, RBAC) CI/CD (GitHub Actions, Bamboo) HA/DR architecture Linux

Data & Orchestration

Apache NiFi Airflow Kafka BigQuery Redshift PostgreSQL REST/SOAP integrations Event-driven microservices

Python · SQL · Bash

Flagship projects

A dependency graph AI agents can query

Teams had no visibility into how a change in one repo or package rippled through dozens of connected systems: version drift and production incidents surfaced only after the fact. I designed and built a cross-repo dependency-graph toolkit (built on Crossplane/GitOps), exposed to AI agents through my own MCP server, which lets them query impact analysis, version drift, and package propagation. It caught real production incidents before they shipped. This was one piece of a larger engagement: as part of the team building this Crossplane-based self-service platform, I owned Airflow end-to-end and brought Kafka and PostgreSQL to production-grade.

43 nodes 615 artifacts 1137 edges 768 environment bindings

From firefighting to a queryable AI workspace

I inherited, along with one colleague, an undocumented, mission-critical enterprise integration platform. Nobody else on the team touched it, so every incident had to be solved from scratch, with no map of the system. I built up knowledge incident by incident until I became the internal expert on this platform, and turned that knowledge into an AI-driven workspace built on MCP. Ad-hoc troubleshooting turned into queryable, evidence-based operations.

24 tools sanitized knowledge base 8 skills XML/XAML/C# code parsing event & flow tracing

Middleware and migrations that connect what didn't want to connect

I designed and built a middleware platform (Airflow, BigQuery, Cloud Composer, GCP Cloud Run) integrating local Salesforce instances with the central Master Tenant, and eventually the ERP (Workday): one platform for integration and reporting instead of another round of manually patched connections. A separate, parallel project: migrating from local CRMs to Salesforce, where I was responsible for data integration, data migration, and technical advisory.

Big Data deployed across 14 countries at once

Enterprise clients needed batch and near-real-time analytics at scale. Some environments were on-prem, high-security, air-gapped, others on Azure, spread across 14 countries. I deployed Hortonworks (HDP) and Cloudera (CDH) stacks, built ETL, real-time, and ML pipelines (Hive, Kafka, NiFi, Airflow, YARN), designed HA/load-balancing/DR architectures, and automated provisioning with Python and Ansible. I also led R&D initiatives and supported pre-sales (architecture, PoC, cost estimation).

I've led teams of up to 9 people, cross-functional, technical, always staying hands-on in solution design, architecture, and development. Player-coach, not a manager on the sidelines.

Home lab / proof-of-craft

A hobby turned into a career

My whole career in IT started as a passion and it's stayed one. After hours, I run a three-node HA Proxmox cluster with GitOps via ArgoCD on K3s, and a GPU-accelerated local LLM powers my local processes and agents. One of them is OpenClaw, my personal agent that helps me with everyday tasks, drawing on its own knowledge base, backed by n8n automations. I automate my home with Home Assistant, the same instinct that led to zgranydom.pl, my second business, hosted in this same home lab. It's proof that I can build something from zero, on my own, with no brief and no one pushing me, and take it all the way to a working, production state. Not every project ends in a spectacular win, but it's working proof, not just a line on a CV.

HA Proxmox cluster

3 nodes, GitOps

K3s + ArgoCD

self-hosted GitOps at production quality

Local LLM (GPU)

powers local processes and agents

OpenClaw

personal agent, helps with everyday tasks using its own knowledge base

n8n

workflow automation

Home Assistant / home automation

a hobby turned into a business (zgranydom.pl)

How I can help

You'll probably recognize yourself if:

01 You want agentic/AI tooling (MCP, automation) actually running in production, not stuck in a PoC that never leaves the demo stage
02 You need someone to build a system from zero (0→1) and actually ship it, not just design it on slides
03 You have data scattered across systems (CRM, ERP, marketing, finance) that don't talk to each other: you need integration/ETL that actually runs in production
04 You need someone to own a platform (Kubernetes / data / cloud) solo, with real autonomy, no micromanagement
05 You have an undocumented, critical legacy system that nobody can safely maintain or diagnose through the hardest failures

Contact

Let's talk

Got unexplored territory nobody's set foot on yet? Get in touch, I'd love to hear about it.

Looking for custom-tailored building automation instead? Check out zgranydom.pl.

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