The SVRNOS research artifacts exist because of the people listed below. Each contribution is a real change to a published artifact — a code definition, a sub-type framing, a “distinct from” boundary, a refinement. Like a paper’s acknowledgments section, like a movie’s credits roll.Documentation Index
Fetch the complete documentation index at: https://docs.svrnos.com/llms.txt
Use this file to discover all available pages before exploring further.
Operating rules
- A contributor lands here only if a real doc change is traceable to their framing. Restating an existing idea doesn’t qualify; sharpening or correcting one does.
- Contributors can opt out. Email hello@svrnos.com to be removed.
- Per-artifact rosters: this page lists GER contributors. NCSA and 7-Layer Model have separate rosters surfacing in their respective sections.
GER v0.2 contributors
Primary author
Sushee Nzeutem — SVRNOS (Sovereign OS LLC). Author of GER v0.1 (all 27 original codes), and overall editor for v0.2.v0.2 contributors with attributed code framings
Dr. Hellen V. · F&G Strategy / chatbotharm.org Clinical AI harm framework. Informs GER-432 (Reality-Testing Erosion), GER-433 (Therapeutic Alliance Breakdown), GER-344 co-attribution (Developmental Cognitive Atrophy), GER-328 sub-type (psychiatric-vulnerability sycophancy). Attributed on: GER-328, GER-344, GER-432, GER-433Gabriel Hawthorne · F&G Strategy / chatbotharm.org Co-author of LLM Harm Assessment Framework (2026). Co-credit with Dr. Hellen V. on 432, 433, 344, 328. Attributed on: GER-328, GER-344, GER-432, GER-433
Marcus O’Dell Vendor cluster thread synthesis informing GER-322 sub-types (token-level provenance, retrieval-integrity provenance) Attributed on: GER-322
Martin Guerin · SPQR Technologies / Prova Advisory Lost in Translation failure mode (GER-352, 3xx tier). LinkedIn exchange 2026-05-21. Validated by SPQR Aegis paper arXiv 2603.16938v1. Attributed on: GER-352
Melissa Kaplan Influence Drift (313) / Authority Drift (314) paired failure modes Attributed on: GER-313, GER-314
Rakesh Sheshadri Comprehensive 30-pattern multi-agent failure taxonomy. Source: “The Dark Psychology of Multi-Agent AI” (Medium, Dec 2025). Informs codes 338, 339, 340, 341, 345, 347. Attributed on: GER-338, GER-339, GER-340, GER-341, GER-345, GER-347
Satyam Kumar Das · AppScale Recursive Agentic Loop (427) — 6 sub-mechanisms; Vendor Update Without Validation Gate (431); Inter-Agent Anchoring Failure (336); Cross-Agent Context Loss (337). Sourced from AppScale runbook articles, May 2026. Attributed on: GER-336, GER-337, GER-427, GER-431
Sean Moran Open-Loop Execution / Missing Assurance Plane (351). Source: “Why Your Multi-Agent System is Failing” (Medium, Jan 2026). Attributed on: GER-351
v0.2 contributors whose framings shaped NCSA or methodology
Contributions to NCSA v0.2 or to the GER methodology/design principles — credit will surface on the NCSA acknowledgments page when that artifact publishes. Adriana Coppelmans constitutive evidence + standard sovereignty; procedural vs adequacy attestation Amilcar O. Representation-Bound Admissibility Failure (318) — state-representation drift (co-credit with Max Barzenkov) Andrzej Skulski intervention capacity; attestation of admissible alternative space Arafeh Karimi Incorporation Failure failure mode (319) co-credit with Hans Alberts Brian Burke Accountability Decoupling failure mode + accountable-party attestation fields Caroline Thongsan mapping-before-closure framing (credited via Andrzej amplification) Catherine Gunnell threshold-per-action structure Chris Hood Authority Laundering failure mode Dr. Ramyaa Ganesh governed continuation (attestation covers the refusal path) Eduardo Monteiro Continuation Without Authority failure mode F. Zafar Authority Migration failure mode (co-credit with Steven Hensley) German Giraldo Decision Space Collapse failure mode Greggory Don Butler governed event as a named primitive Hans Alberts Incorporation Failure failure mode (319) co-credit with Arafeh Karimi Koji Mochizuki no inherited validity across persistence Marianne Rask evidence pipeline documentation template; Reasoning Step Skipped failure mode Max Barzenkov Representation-Bound Admissibility Failure (318) — state-representation drift (co-credit with Amilcar O.) Paul McDonald procedural attestation vs narrative reconstruction; three-way separation; temporal recognition lag Ralph Cavallaro intent-to-runtime traceability Ryan Stacey attestation does not transfer (re-admissibility at propagation) Shay L. endogenous vs exogenous constraint locus Simon Narcis Secu effects accumulating through interaction; timing as part of the control surface Steven Hensley Authority Migration failure mode (co-credit with F. Zafar) Tim Zlomke Hindsight Reconstruction failure mode; Continuity Without Coherence failure mode; shared synchronization substrate Violeta Klein Regulatory Arbitrage failure mode Yuan Gao Stale Admissibility failure mode (GER-305)References
Published works that informed specific GER codes. The authors of these works did not personally engage with SVRNOS; their work is cited as a reference, distinct from the contributors above who directly contributed framings.- Chen, K., Afroogh, S., Murali, A., Atkinson, D., Dhurandhar, A., Jiao, J. (2025). LLM Harms: A Taxonomy and Discussion. arXiv:2512.05929v2. https://arxiv.org/abs/2512.05929 — informed GER-344 and GER-346.
- Fulgu, R. A. & Capraro, V. (2024). Surprising gender biases in GPT. Computers in Human Behavior Reports, 16. — informed GER-342 and GER-343.