8000 jakubikan (Jakub Werner) · GitHub
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jakubikan/README.md

Jakub Werner

I build internal developer platforms and agentic developer tooling.

In my day job I designed the self-service layer of an internal Kubernetes and AWS platform that more than 2,000 developers use. Product teams onboard themselves through a validated pull request that merges itself, which cut onboarding from over a week to a day. I also built and shipped a RAG documentation chatbot on AWS Bedrock by myself in 11 weeks. That code is not public, and my personal projects are private for now, so this page lists what I work on and my merged upstream contributions.

Currently: personal multi-agent systems in Pydantic AI with MCP server integration, an LLM eval that replays the prompt of a real workflow run against up to 9 models and checks every answer against fixed rules, and a homelab k3s cluster with OpenTelemetry tracing, Jaeger and Prometheus.

Stack: Python · TypeScript/Node.js · AWS (EKS, Bedrock, Lambda, Step Functions, DynamoDB) · Terraform/Terragrunt · Kubernetes · Helm

Merged upstream fixes and features

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