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Research

Published in the open, failures included

Open preprints released under a DOI and a CC BY licence, so anyone can read, cite and challenge them. Each one states its own limits in writing. Every PDF below is served from this domain.

ignostiq (Alesserg Technology OÜ), Tallinn, Estonia

  1. Preprint/8 August 2026

    When No One Hears the Recording: Typed Versus Spoken Input in App-Processed 360-Degree Feedback

    82% chose writing over speaking, even though the recording is never delivered to anyone. 46 of 56 professionals / One stated-preference question.

    Abstract and citationPDFDOI 10.5281/zenodo.21849899

  2. Preprint/12 July 2026

    When the Model Writes the Questionnaire: An Item-Level Defect Taxonomy for LLM-Generated 360-Degree Feedback Instruments

    77% of the generated items carried at least one item-writing defect. 37 of 48 items / Two production pilots.

    Abstract and citationPDFDOI 10.5281/zenodo.21323410

  3. Preprint/12 July 2026

    Egress-Bounded Retrieval: A Privacy-Preserving Enterprise Memory Architecture with No External Model in the Retrieval Path

    Enterprise AI memory with no external model in the retrieval path. No corpus content leaves the trust boundary during retrieval.

    Abstract and citationPDFDOI 10.5281/zenodo.21322415

Field evidence

Reports published by ignostiq

Written end to end from 80+ conversations with HR leaders across six European markets. Field research, not peer-reviewed academic work.