About
Hi, I'm Max.
I build AI systems that run in production — not demos or prototypes. Over 10 years I've gone from camera operator to AI engineer, and I write the Python and TypeScript that connects models, APIs, and automation into reliable infrastructure.
Right now I run 4 production AI platforms: a multi-agent orchestration system (5 LLM agents, 12 cron jobs, 24/7), a durable RAG memory layer (SQLite + Qdrant + Kuzu graph, MCP server), an autonomous OSINT pipeline (64 sources, auto-deploys every 2h), and a fully automated job search system (20 Python modules, 14,750 LOC, 160 tests).
Before AI, I led content production for a 5,000-client EdTech platform — built the team from scratch, redesigned the pipeline with AI tools, cut production time 4.5×. Before that, I directed 200+ concerts for Poland's state cultural institution under the Ministry of Culture, including presidential events and drone work in Luxembourg.
Production is an engineering problem. I solve it with Python, LLMs, and whatever gets the job done.
Capabilities
AI & Automation
- Production pipelines with structured outputs, function calling, and multi-model routing
- AI-generated b-roll, backgrounds, and VFX — integrated into real editing workflows
- AI presenters and voice synthesis for scalable lecture and promo production
- Autonomous agent systems with job scheduling, memory, and failover
- Structured prompts for consistent, production-grade output across models
Visual Production
- Primary NLE and motion toolkit — 10+ years, from reels to broadcast
- Color grading, 3D compositing, and finishing for commercial work
- Node-based compositing, retouching, and batch photo processing
- Broadcast-quality color science and visual effects compositing
- 200+ concerts — live switching, zero-error tolerance, national events
Technical
- Scripting and automation — not full-stack, but production-grade tooling
- Batch processing hundreds of compositions via AE scripting API
- Connecting tools that weren't designed to talk to each other
- n8n, launchd, cron — building systems that run without babysitting
- Version control for code, configs, and collaborative production
Production & Direction
- Designing repeatable production systems — from intake to delivery
- Built a 4-person team from zero, trained, and retained them
- Concept through delivery — from storyboard to final master
- Licensed EU drone pilot — aerial for events, commercials, and documentary
- Certified quality management — real audits, real production pressure
“The best production system is invisible. You see the story, not the machinery.”