Projects
AI systems, production pipelines, and visual work — case studies and portfolio.
Case Studies
SYSTEMS
The AI studio I built — and the agents that run it
≈6× Lower compute cost per video44% → 81% Output run by agents, in one month89% → 0% Frames with the wrong face
From the studio’s own reports and logs, anonymized.
ComfyUIOpen-weights image & video modelsLoRA / DoRAPythonFastAPI
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SYSTEMS + PRODUCTION
Head of Content Production at an e-learning company — 4.5× faster pipeline
4.5× Faster finishing~600 Lectures produced20 Courses delivered
Premiere ProAfter EffectsExtendScriptMidjourneyRunway
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PRODUCTION
298 Fiverr Orders — 120 US Clients — One Person
298 Completed projects120 US clientsTop Rated Fiverr seller level
Premiere ProAfter EffectsDaVinci ResolvePhotoshopCinema 4D
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PRODUCTION
After Effects × Reels — Years of Craft in Seconds
After EffectsPremiere ProCinema 4DPhotoshopMotion Design
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PRODUCTION
Director & lead video producer — Poland's national folk ensemble “Mazowsze”
200+ Concerts filmed170+ PerformersMulti-cam Live production
Multi-camLive SwitchingDaVinci ResolveAfter EffectsDrone
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SYSTEMS + PRODUCTION
Parametric Motion — Where Code Replaces the Timeline
0 Manual keyframesReact Components as templates
RemotionReactTypeScriptNode.jsFFmpeg
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SYSTEMS
Max Chronicle — memory for AI agents, so they stop asking me the same question twice
700+ Tests in CIRAG Hybrid retrieval: full-text, vector, timeMCP Server for any agent
PythonMCPSQLite FTS5Local embeddings (Ollama)Evals
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SYSTEMS
221 Lectures Rescued in 5 Automated Phases
221 Lectures recovered600+ Lectures audited5 Automation phases
PythonBashGoodSyncOneDriveFFprobe
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SYSTEMS + PRODUCTION
RZMRN Digest — a 15-stage news pipeline that ran unattended for months
15 Pipeline stages84 Sources2× Runs a day
Next.js 16React 19Tailwind v4Claude CodeMiniMax M2.5
View Case Study →Visual Portfolio
TV CommercialPost-ProductionColor Grading
Mazda/2023
Mazda DriveTogether MX-5
TV commercial for Mazda MX-5 DriveTogether campaign. Full post-production: editing, color grading, sound design, and motion graphics.
Full ProductionDirectingEditing
Daytona Motorsport/2023
Lotus Car Commercial
Full-cycle commercial for Daytona Motorsport Lotus dealership. Concept, scripting, directing, editing, sound design, and color correction — from sketch to final master.
Music VideoFull ProductionVFX
Kurish/2022
Music Video — Kurish "Gorod"
Full production music video — directing, cinematography, editing, color grading, and VFX compositing. Concept through delivery.
Motion DesignAnimationSocial Media
Various/2024
Animated Event Promos
Animated promo flyers and social content for events and music releases. Motion design optimized for Instagram and TikTok engagement.