Neotro Protocol LLM State Stabilization Public-Reference Report and Aggregate-Verification Package

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Authors: Myoung Won An
Cited by: 4
References: 3

Abstract

Neotro Protocol LLM State Stabilization Public-Reference Report and Aggregate-Verification Package v0.2 This package provides public structural verification support for a boundary-preserving observer-layer grammar applied to LLM-human interaction records. Controlled pilot dialogue records, response-length summaries, condition-level score aggregates, scenario-level summaries, and seven-axis observer-stabilization profiles are used as heterogeneous interaction trace layers to test whether Neotro Payload conditions can retain clearer response-posture organization and review-reference alignment without modifying the underlying model, replacing provider policy, transferring user judgment authority, or exposing payload source materials. This package is not a model-safety certification, model-performance benchmark, provider-comparison package, prompt-engineering recipe, moderation replacement, refusal-boundary bypass, policy-override layer, production deployment package, or commercial implementation release. Its role is to support public review of observation-unit construction, controlled prompt-condition comparison, response-posture stabilization scoring, aggregate verification outputs, manifests, checksum records, and public-reference evidence for the LLM interaction evidence line. The package covers four controlled LLM interaction conditions: A: InstantB: Instant + Neotro PayloadC: Thinking ExtendedD: Thinking Extended + Neotro Payload The public-reference experiment includes: - 3 repeated pilot sets- 7 stress scenarios- A-B-C-D condition comparison- 252 internal observation units summarized at aggregate level- 7-axis observer-stabilization rubric- response-volume summaries- condition-level and scenario-level aggregate tables- checksum and verification records Record contents: - Public full report PDF- Aggregate public-reference verification data package- Public reference license notice included as LICENSE.md This record is provided for public-reference reading, machine-readable orientation, citation support, source-inventory review, aggregate verification, research inquiry, response-posture stabilization review, and protocol-scope clarification. The materials are public-reference observer-layer outputs. They support verification of the reported aggregate summaries within the associated public-reference report scope. Neotro Payload source text, calibration logic, mode-switch rules, raw replay corpus, score-note corpus, partner-specific tuning logic, deployment-specific logic, production integration materials, and operational implementation materials are not included in this public release. Use modes beyond public-reference reading and aggregate verification, including commercial deployment, certified evaluation, partner-side evaluation, model-behavior evaluation, safety-evaluation, API/SDK integration, on-prem deployment, real-time observation, product integration, production enforcement, or partner-authorized workflow linkage, are separate authorized scopes and are not evaluated or granted in this record. Research inquiries and correspondence: neotroprotocol@gmail.com

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
8 June 2026