I help companies launch
AI agents that work
15+ years building systems at scale at AWS and Google. I help teams design, build, and ship production-grade agent systems - integrated into your existing tools and workflows.
The Brain
Designing orchestration patterns, state machines, and decision flows for your use case
The Memory
Building the right memory systems so agents retain what matters and forget what doesn't
The Hands
Connecting agents to your existing tools, APIs, and workflows via MCP and custom tooling
The Guardrails
Deterministic wrappers, testing, and optimization to keep agents predictable and affordable
Recent Articles
ADK sub_agents vs AgentTool: Two Delegation Patterns, One Critical Difference
Both sub_agents and AgentTool let a parent delegate to a child in Google ADK, but they have fundamentally different control flow semantics. Pick the wrong one and you get an agent that never hands back control - or a parent synthesizing output the child should have owned.
Bridging Agents to UI: How AG-UI and CopilotKit Make It Stupidly Easy
Connecting your agent backend to a real-time UI used to mean weeks of custom streaming code. AG-UI and CopilotKit collapse that into a protocol and a few React components.
Al Bundy - Shoe Salesman Agent Stage 1: Functional Requirements
Defining what a shoe recommendation agent actually needs to do - user personas, conversation flows, edge cases, and what makes a good recommendation.
Agents are the New Websites: The Evolution of the Software Engineer
The era of the web developer as protagonist is ending. As building websites becomes commoditized, the premium is shifting to engineers who can build the reasoning systems behind the interfaces.
Lab Projects
Full agent builds, documented step by step - from architecture decisions to production deployment. Follow along as each project evolves.
What's Next
Topics I'm working on next.
- [Lab] Shoe Salesman Agent - Product Catalog & RAG PipelineFebruary
Scrape On.com product data and build the retrieval pipeline - embeddings, vector store, and search interface the agent will use to find shoes.
- [Lab] Shoe Salesman Agent - Technical DesignFebruary
Architecture decisions, component diagram, tech stack rationale, and infrastructure setup for Al Bundy - Shoe Salesman Agent
- [Lab] Shoe Salesman Agent - Agent ScaffoldingMarch
Set up Google ADK, configure the agent loop, define tool interfaces, and get a basic conversational agent running locally.
Hi, I'm Michal.
I'm a full-stack engineer with 15+ years of experience building systems at scale at AWS and Google. Now I help companies design, build, and ship production-grade AI agent systems - from architecture through deployment.
Whether you need to launch your first agent, integrate AI into existing workflows, or optimize costs on systems already in production - I bring hands-on engineering, not slide decks.
Learn more about me →