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Dimitis Tsiakoulias Manettas

@dimitistsiakouliasma

I build generative AI and agentic systems for music synthesis, retrieval, and operational automation.

Greece
Message

What I'm looking for

I'm looking to build machine learning and agentic AI systems, especially in generative audio, retrieval, and automation, where I can turn research into efficient, practical products.

I run a digital music production and distribution business, composing and promoting instrumentals for companies and independent artists. I scaled distribution operations to more than 70k followers while managing licensing agreements and monitoring platform performance.

I'm developing agentic workflows to accelerate content production and operations, alongside an MSc in Computer Science at the University of Athens focused on machine learning, data, information, and knowledge management.

For my thesis, I architected and trained conditional Diffusion Transformer models in PyTorch to synthesize complex music-synthesizer parameters. I also implemented multimodal feature extraction and CLAP embedding alignment for text-to-audio synthesis, improving inference speed and synthesis quality.

I've built an agentic RAG textbook solver using Gemini API, ChromaDB, BM25 search, function calling, and an LLM-as-a-Judge evaluation pipeline. I have also supported undergraduate teaching in data structures, circuits and systems, and electromagnetism labs.

Experience

Work history, roles, and key accomplishments

MD
Current

Digital Music Business Owner

Music Production and Distribution

Nov 2020 - Present (5 years 9 months)

Composed and promoted instrumentals to companies and independent artists, scaling digital distribution to 70k+ followers and managing licensing agreements. Developed agentic workflows to accelerate operational and content production efficiency.

UC

Teaching Assistant

University of Athens & University of Crete

Jan 2019 - Dec 2025 (6 years 11 months)

Assisted in undergraduate courses including Data Structures, Circuits and Systems Lab, and Electromagnetism Lab.

Education

Degrees, certifications, and relevant coursework

University of Athens (NKUA) logoUN

University of Athens (NKUA)

Master of Science, Computer Science

2024 - 2026

Grade: 9.6

MSc in Computer Science with a focus on Data, Information & Knowledge Management (Machine Learning). Thesis on Diffusion Modeling for Synthesizer Programming.

University of Crete (UOC) logoUU

University of Crete (UOC)

Master of Science, Physics

2019 - 2020

Grade: 8.4

MSc in Advanced Physics with a focus on Cosmology and high-energy theoretical physics. Thesis on Explorations with the Conformal Bootstrap.

University of Athens (NKUA) logoUN

University of Athens (NKUA)

Bachelor of Science, Physics

2013 - 2018

BSc in Physics with a focus on nuclear and particle physics. Thesis on Gravitational Photon and Compton Scattering.

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