Skip to main content
  1. Experiences/

AI Agent Experience

·126 words·1 min·

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.

Michael Michalak
Author
Michael Michalak
Experienced Drupal consultant and Fractional CTO with over 13 years of expertise in backend development, optimization, and securing Drupal applications, specializing in custom module development, migrations, and enterprise integrations across various industries.