Midjourney and AI video research
Continuous tests of image and video models, profiles and moodboards. Since 2024 he has followed the frontier closely.
Before film, I was a solution architect for AI systems in banking, fintech and healthcare. I designed complex multi-agent systems that ran in production, where a system has to be reliable, auditable, and change only under control. In recent years I have tested frontier AI methods in creative work.
Biography
Film director and AI solutions architect.

THE PRESENT · 2026
Generated
2006
2006–2008
School of Fine Arts
Drawing and composition: the first training of the eye.
2010–2015
School of Decorative and Applied Arts
Graduated. Material, form and craft.
2015
Piano and composition
2011–2018
Music school, piano
One of the leading young pianists in Ukraine in his age group, by wins at the main national competitions.
2018 – today
Piano and composition
Private study with teachers, continuous work on performance and composition; plays at a professional level; teaching experience.
In the work today
Music, music videos, the audiovisual
He works with music and with music videos, and hears a film as much as he sees it. Tempo, phrasing and silence shape the cut and the movement of the camera, so sound and picture are made together, as one audiovisual piece.
2018 — now
2018–2023
Applied Mathematics, then Computer Engineering
Object recognition and computer vision. Mathematical models, forecasting, probability theory: the habit of thinking in systems.
2019–2023
Law, Interregional Academy of Personnel Management
A second degree, studied alongside engineering.
2019–now
Software engineering
Back-end and full-stack engineering, then team lead: client platforms from MVP to production (Sheep.Fish; Netminds). Since 2023 it runs alongside the AI architecture work.
AI solutions architect
2023–2024
Applied AI Engineer and Backend Lead · Conscensia
Custom genetic algorithms for optimisation problems conventional methods could not solve; at one client, team hours fell from 420 to 260 a week. First agentic workflows and RAG prototypes with LangGraph and LangChain.
2024–2025
AI Solutions Architect · wealth management, US
Architecture and delivery of a document-intelligence platform for wealth management in the United States: a multi-agent architecture, a multi-RAG assistant designed to reason over millions of documents, an OCR pipeline that took extraction accuracy from about 65% to about 99% on complex documents, agentic workflows with human-in-the-loop validation, fine-tuned domain models.
2026
AI Solutions Architect · a European bank
Multi-agent systems and enterprise AI architecture, end to end: a reference architecture for agentic services, an AI SDLC with governance at every stage, an eight-layer AI governance framework prepared for the EU AI Act, discovery with business stakeholders.
2026
Healthcare · multi-agent systems and AI assistants
Multi-agent systems and AI voice assistants for healthcare. Built for production, where a system has to be reliable, auditable and change only under control.
BEFORE · A BANK · SOLUTION ARCHITECT

NOW · FILM · THE STUDIO

A POST · ONE AGENTAN ARCH · A CHECKTHE RED LINE · THE FLOW, THROUGH A PERSONTHE SHAPE OF SUCH A SYSTEM, DRAWN IN GENERAL — NOT THE BANK'S OWN, WHICH STAYS THE BANK'S
2024–now
Midjourney and AI video research
Continuous tests of image and video models, profiles and moodboards. Since 2024 he has followed the frontier closely.
2025
The Aurists · an AI video pipeline
A ten-stage pipeline from story and scene design to styled frames, for a two-minute short.
2025
Video analysis framework
Packs hundreds of clips into one analysis reel for a vision model and maps every moment back to its source frame.
2025–2026
ActionTube
A content system for long-form focus-music videos. One timeline drives music, voice, picture and interface, with its own MCP server.
2026
Multi-camera reels pipeline
From camera files and a separate recording to finished reels: audio sync, take selection, analysis, a cut list per reel, edits built in Premiere by script. 13 piano reels published.
2026
The eclipse film
Prokofiev’s Dance of the Knights, played in one take during the eclipse of 12 August 2026 in Valencia. The movement was timed to end with totality; two cameras, cut from a written plan.
2026
Direction
The studio’s own direction software. It holds a film’s visual bible and drives the image agents from it: references harmonised to the visual bible, keyframes composed to the Blender previs, every frame checked.
2026
Bow and Arrow
A cinematic AI teaser in 2.39:1, made with Direction: two worlds, one man, a visual bible for each world.
2026
truemanity studio
The studio’s design system, site, case documents and a catalog that the studio’s agents plan and build from.
FILM-07 · Bow and Arrow
truemanity studio · Spain · CETThe system · The work · Who I am · Contact