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Work Background
TrawellAI Creative Producer
Dec. 2024PolandFounded a studio focused on generative AI visual content production, workflow automation, and social content distribution. Primary outputs: AI-generated photo and video content published across Instagram and YouTube.
* Produce AI-generated video and image content for Instagram Reels and YouTube - building audience understanding of what's possible with generative tools; familiar with discovery mechanics, algorithm behaviour, shadowban prevention, and metadata strategy.
* Work daily with ElevenLabs for voice-over production, multilingual dubbing, and transcript-based content workflows; also use ElevenReader for long-form audio content.
* Edit and post-produce video content using CapCut and iMovie; experienced with assembly, pacing, sound design, and export optimisation for social formats.
* Design and build advanced ComfyUI pipelines for high-quality image and video generation - incorporating ControlNet, IP-Adapter, upscalers, and video diffusion nodes into repeatable, production-ready workflows.
* Train custom LoRA models (character, style, concept) using DiffusionPipe and kohya_ss - full process from dataset curation and captioning through training parameter tuning and output QA.
* Implement structured prompt engineering strategies including JSON-based prompting for granular visual control; document prompts and workflows for team replication.
* Operate across three generation environments: local hardware (ComfyUI/Stable Diffusion), cloud GPU (RunPod), and a custom Airtable orchestration layer connected to APIs including WaveSpeed, Grok, Seedream, Google Veo, and Nano Banana Pro.
* Build AI automation workflows in n8n and Make to streamline content pipeline delivery and asset management.
Conduct structured QA on all AI-generated outputs - anatomy, hands, texture, motion artefacts corrected before publication.
Flying BisonsOperations Consultant
Nov. 2024 - Feb. 2025Poland* Streamlined 200+ business processes and designed operational frameworks from scratch for a fast-growing digital agency.
* Reduced cross-functional handoff complexity by 50% through clear process documentation and governance design.
Atelier XIVOperations Consultant
Jun. 2023 - Oct. 2023Poland, Kraków* Introduced KPI-based monitoring and team restructuring, achieving 25% productivity improvement and 25K PLN monthly cost reduction.
Mobee DickCFO & co-founder
Nov. 2012 - Jun. 2024Poland, WarsawBuilt and scaled a digital consultancy from 3 to 50+ people over 12 years - developing the systems thinking and execution discipline I now apply directly to AI content pipeline design.
* Scaled organisation from 3 to 50+ employees; built all operational and financial infrastructure from scratch.
* Drove 300% business growth in the first three years through operational frameworks.
* Led cost optimisation saving 0.5M PLN annually while preserving service quality.
Janmedia InteractiveProject Manager
Aug. 2007 - Jun. 2013United States, Washington* Supervised complex digital project development for Polish and US markets
* Managed project budgets, team coordination, and client relationships
* Led quality assurance processes ensuring high-standard project delivery
* Recruited technical talent and managed stakeholder relationships across Polish and US markets; responsible for project budgets and quality assurance standards.
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