Systems & Platform Engineering

Kamil Koterba

Senior Software Engineer/DevOps & Platform/Dublin, IE

FIG. 01

Summary

Software engineer with 8+ years in telecommunications, going from graduate engineer to senior engineer leading delivery on production systems — Kubernetes, Docker, CI/CD, and cloud-native architecture, built alongside close work with customers on live deployments.

Outside of that, I run a self-hosted infrastructure practice at home: distributed AI orchestration, home automation, an automated content pipeline, and a trading platform — each one built, deployed, and operated solo, end to end. I like problems that require figuring out how something actually works and making it reliable.

FIG. 02

Experience

PeriodRoleNotes
May 2021 – Nov 2025 SR Senior Software Engineer
Openet (an Amdocs company)
  • Designed and implemented data streaming solutions using Kafka
  • Led a small engineering team delivering production-ready solutions on time
  • Built and maintained CI/CD pipelines with Jenkins; deployed and managed Kubernetes clusters
  • Developed REST APIs (Java, Apache Camel), automated Docker image builds with Maven
Apr 2019 – May 2021 II Software Engineer II
Openet (an Amdocs company)
  • Built Helm charts and Docker images via Jenkins Groovy scripts
  • Managed cloud infrastructure and deployment automation on Kubernetes
  • On-site customer testing and issue resolution; AWS service integration and monitoring
Jun 2017 – Mar 2019 I Software Engineer I → Graduate
Openet
  • JSLEE and proprietary charging-system scripting; Diameter/SS7/Camel protocol testing
  • SCP deployments across APAC regions; on-site customer troubleshooting
Feb 2016 – Sep 2016 IN Intern, Services Team
Openet
  • Implemented software modules; unit and system testing; technical documentation
FIG. 03

Projects

Trading Platform

In Progress

Bloomberg-terminal-inspired full-stack trading platform: FastAPI/PostgreSQL backend, React 19 frontend. JWT auth with Argon2id hashing, race-condition-safe order execution (SELECT ... FOR UPDATE), rate limiting, and an immutable audit trail for security-sensitive actions.

Stack FastAPI, PostgreSQL, Redis, React, Docker
Status ticker-tap.com — live, still actively being built out
github.com/winfer70/tickerTap →

swarmAI

In Progress

Multi-agent financial advisory pipeline: a Logician, a Devil's Advocate, and an Aggregator agent debate a question in sequence, each running its own system prompt against a locally-hosted model, triggered and delivered via a Telegram bot.

Stack FastAPI, Ollama, n8n, Telegram, Docker
Status deployed, feature branch pending merge
github.com/winfer70/swarmAI →

HomeAI

In Progress

Local-first bilingual (Polish/English) voice & text home assistant. A ReAct reasoning loop running entirely on local hardware via Ollama controls Home Assistant devices and answers questions with cited web search — no cloud dependency for core operation.

Stack Python, Ollama, Home Assistant API, SearXNG
Status in development
github.com/winfer70/HomeAI →

Whole-Home Local AI Assistant

Planned

Early-stage concept: a fully local, always-on AI presence for the house — broader in scope than HomeAI's conversational control, aimed at ambient awareness of household routines and proactively surfacing what needs attention rather than only responding when asked. Design stage, no repo yet.

Stack TBD
Status planning / early concept

Content Automation Pipeline

Live

End-to-end release pipeline for Husaria Beats: the only manual steps are generating the song and video and a final check. Everything past that — scheduling, cross-posting to TikTok, Instagram, and Facebook, YouTube upload, and cross-linking — runs unattended.

Stack n8n, Telegram, multi-platform APIs
Status in daily production use
github.com/winfer70/husariabeats_com →

ai-agent-stack — Orchestration Layer

In Progress

The orchestration and monitoring layer behind the homelab: n8n workflow automation, a Postgres+pgvector store, and a monitoring service that tracks resource usage and can Wake-on-LAN idle compute rather than leaving it running around the clock. See the AI & Homelab Infrastructure case study below for the full picture.

Stack Docker, n8n, pgvector, Postgres/Redis
Status orchestration + inference in production use
github.com/winfer70/ai-agent-stack →

Home Automation & Aquarium Monitoring

Case study

Home Assistant deployment (alarm, gates, lighting, camera-triggered automations) plus Project Nemo, a bespoke aquarium platform built from scratch — reverse-engineered BLE light control, OpenCV + local-vision water test reading, and custom ESPHome firmware, all sharing one real-time source of truth.

Stack Home Assistant, Vue 3, FastAPI, ESPHome, Zigbee/Matter
Status production — full write-up linked below
Read the case study → github.com/winfer70/ProjectNemo →

AI & Homelab Infrastructure

Case study

A multi-node homelab running an AI-assisted trading platform (FastAPI, TimescaleDB, arq workers), agent orchestration (n8n, pgvector), and a local multi-agent reasoning swarm — all on local-first LLM inference via Ollama, exposed only through Cloudflare Tunnel.

Stack Docker Compose, FastAPI, PostgreSQL/TimescaleDB, Redis, Ollama
Status in production use — full write-up linked below
Read the case study →

Matter/Zigbee Interoperability

In Progress

Extending the home automation platform to support Matter, the newer cross-vendor smart home standard, alongside an existing Zigbee device fleet — mapping Zigbee device metadata onto Matter's data model to keep both protocols interoperable during the transition.

Stack Matter, Zigbee, Home Assistant
Status protocol/compatibility-layer work, in progress
More in the case study →
FIG. 04

Skills

Languages

JavaPythonSQL

Cloud & DevOps

KubernetesDockerHelmJenkinsAWS

Practices

CI/CDMicroservicesSREREST APIsAgileSecurity Auditing

Frameworks & Data

FastAPIPostgreSQLReactRedis

Homelab / Automation

n8nHome AssistantOllamaZigbee/MatterESP32