Panagiotis (Panos) Gkilis

Founder • AI Engineer • Independent Researcher • Author

Welcome! I am an AI backend engineer and author, specializing in machine learning, speech synthesis, and retrieval systems, while also crafting immersive dark fantasy fiction. Here, you'll find an overview of my research, engineering work, and creative publications.

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Engineering & Architecture

Panagiotis has a 10-year university laboratory background studying Physics and Quantum Mechanics. He is the founder of BedVibe Studios and the creator of BedVibe TTS. His technical focus centers on machine learning, speech synthesis, and retrieval systems. He authors open-source software libraries, designs production AI systems, and publishes research papers in these fields.

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Authorship & Publications

Panos Gkilis is the pen name used for all published works. His bibliography includes language education reference materials and fantasy fiction:

  • Norwegian Grammar: A Complete A1–C1 Reference Grammar Reference Book
  • Various Norwegian Exercise and Puzzle Books Language Exercises and Puzzles
  • The Mirelands Saga Dark Fantasy Series (6 Books Published, 10-Book Roadmap)
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Worldbuilding & The Mirelands

The Mirelands belongs to a larger fictional universe. The setting of the story is the continent of The Mirelands, which exists on the planet Kthonia. Six books in this world have already been published, with a final goal of ten books. Dramatized audio drama adaptations have been produced for the first five books; the sixth audio drama is currently in development, seeking actresses and actors for voice roles. The long-term goal is a multimedia franchise spanning books, games, audio dramas, tabletop projects, and film collaborations.

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Research & Engineering

Panagiotis' research focuses on speech synthesis validation, empirical grounding in retrieval systems, and Model Context Protocol (MCP) tooling. This page identifies the person; the Engineering Portfolio contains detailed documentation of specific projects.

Publication / Document Title Type / Scope Identifier / Link
TTS QA Framework: Automated Failure-Mode Quality Assurance for TTS Systems Research Paper DOI: 10.5281/zenodo.20757553
Automated Failure-Mode QA Framework for Neural TTS - Technical Report Technical Report DOI: 10.5281/zenodo.20757553
LongBook Verifier: Retrieval-Failure Ablation Research Research Paper DOI: 10.5281/zenodo.20757553
LongBook Verifier - Experiment C: Hierarchical Retrieval Ablation Research Paper / Record DOI: 10.5281/zenodo.20757553
ORCID Profile: https://orcid.org/0009-0007-3805-170X
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Official Sources & Profiles

The following links represent the verified, official public sources for Panagiotis (Panos) Gkilis' professional, creative, and corporate activities:

Related Pages

BedVibe Studios Engineering Portfolio Author Page

Collaboration & Opportunities

Panagiotis is open to remote engineering roles, global relocation opportunities, and strategic creative collaborations. He seeks to connect with professionals interested in scaling AI-driven production pipelines, as well as creative partners looking to expand the dark fantasy world of The Mirelands into tabletop games, collectable figures, and film/media adaptations.