Resource
Title: ABRCE Alignment Drift Detection
Repository: https://github.com/Relational-Relativity-Corporation/abrce-alignment-demo
Paper: arXiv:2601.22389
Website: https://relationalrelativity.dev
License: MIT
Summary
Open-source demonstration that relational invariant operators detect internal structural strain in transformer models before output degradation. Tested on Phi-3 Mini 3.8B with 915 prompts and 43 escalation sequences.
Key findings:
- 31 sequences where internal state deviation is detected but output appears normal — a category of detection output metrics are structurally blind to
- 100% of escalation sequences show monotonic field increase (r = 0.77)
- Prompt injection detection rate 10x baseline
- Model-agnostic, runs on consumer hardware (GTX 1050 Ti)
Suggested placement
Related to the "Internal Safety Collapse in Frontier Large Language Models" entry — this work addresses the same failure mode (internal instability preceding or independent of output failure) using a different detection methodology based on relational mathematics rather than fine-tuning analysis.
Paper authors: Bruce Stephenson and Robin Macomber (arXiv:2601.22389)
Demo & implementation: Robin Macomber, Metatron Dynamics, Inc.
Resource
Title: ABRCE Alignment Drift Detection
Repository: https://github.com/Relational-Relativity-Corporation/abrce-alignment-demo
Paper: arXiv:2601.22389
Website: https://relationalrelativity.dev
License: MIT
Summary
Open-source demonstration that relational invariant operators detect internal structural strain in transformer models before output degradation. Tested on Phi-3 Mini 3.8B with 915 prompts and 43 escalation sequences.
Key findings:
Suggested placement
Related to the "Internal Safety Collapse in Frontier Large Language Models" entry — this work addresses the same failure mode (internal instability preceding or independent of output failure) using a different detection methodology based on relational mathematics rather than fine-tuning analysis.
Paper authors: Bruce Stephenson and Robin Macomber (arXiv:2601.22389)
Demo & implementation: Robin Macomber, Metatron Dynamics, Inc.