Creative & Applied ML / AI Artificing & Architecture

Timothy Paul Bielec

AI video production specialist, LoRA training expert, and multi-agent systems architect. Building production-grade generative models, scalable pipeline architecture, and end-to-end creative workflows for studios, enterprise partners, and independent creators.

Co-Founder, Promptcrafted LLC

Featured Work

Selected Projects

active 2026-03

rhombic

Open-source lattice topology benchmarking library. Empirical comparison of cubic and FCC lattices across four domains — with an arXiv preprint.

pythonlattice-topologybenchmarkgraph-theorysignal-processingembeddingopen-sourcearxiv

active 2025-12

Falco Trump Isopsephy Environment

GPU-accelerated computational analysis environment for Sacred Language inscriptions on Continental Tarot cards, live on HuggingFace Spaces.

claudehuggingfaceisopsephygpumcp

active 2025-11

AI Video Production Pipelines

End-to-end automated pipelines for AI-assisted video generation, designed for pipeline efficiency, scalable deployment, and creative flexibility.

videopipelineproductioncomfyuiarchitecture

production 2025-11

Studio LoRA Training Pipeline

Production LoRA training methodology developed and deployed for major film and entertainment studios, featuring the paired/control training approach and enterprise-level integration.

loravideoproductionstudioenterprise

production 2025-10

All Heart

Custom LoRA training for the Oscar-qualifying animated short from Michael Govier, Will McCormack, and executive producer Natasha Lyonne. Produced by Asteria.

loraanimationshort-filmproductionasteria

production 2025-05