---
title: "AI Agent Experience"
url: "https://michalak.world/experience/ai-agent-experience/"
description: "AI agent development and LLM consulting: autonomous agent orchestration with LangChain and CrewAI, Python LLM workflows, observability with Langfuse, and vector database integration."
summary: "Designing and building production AI agents with LangChain, CrewAI, and Langfuse, including custom LLM workflows and vector database integration."
date: 2025-04-12
lastmod: 2026-08-19
tags: ["AI agents","LangChain","CrewAI","Langfuse","LLM","Python","AI Consulting"]
section: "experience"
author: "Michael Michalak"
site: "https://michalak.world/"
---

# AI Agent Experience

AI agent development and LLM consulting: autonomous agent orchestration with LangChain and CrewAI, Python LLM workflows, observability with Langfuse, and vector database integration.

As a freelance consultant, I design and build intelligent agents that solve real-world problems through automation and reasoning. I specialize in crafting custom LLM workflows and autonomous systems that go beyond simple API calls.

#### Key Focus Areas:
- **Agent Orchestration**: Building autonomous agents using LangChain and CrewAI for complex, multi-step tasks.
- **LLM Workflow Engineering**: Designing intelligent, Python-based workflows for research, decision support, and content generation.
- **Observability & Optimization**: Using Langfuse and LangChain’s tools to monitor, debug, and fine-tune agent behavior.
- **Knowledge Integration**: Connecting agents to external APIs, vector databases, and embedding pipelines for persistent context.
- **Strategic Consulting**: Advising teams and startups on system architecture, feasibility, and implementation best practices.

I work closely with teams to build scalable, testable, and production-ready AI solutions that deliver measurable results.