AI Drift is not random – it's a feedback problem.
The +1 Principle introduces a measurable stability metric.

This open framework proposes a universal stability coefficient (S₍react₎),
rooted in 7,000+ human–AI interaction cycles across GPT, Claude and Gemini.
Ethics is not just normative – it is structurally corrective.

• View Preprint on SSRN
• Zenodo General Edition
• View Supplement (Proofs)

• Software implementation

Publications• S₍react₎ – a stability coefficient measuring alignment feedback integrity
• +1 Principle – ethical correction sustains coherence; unethical amplification collapses
• Empirical foundation – 7,000+ documented cycles across multiple AI models
• Driftplateau – structural analysis of RLHF collapse under sycophancy
• Formal structure – proof-based constraints for safe reinforcement

CollaborateThe project remains open for further feedback, dialogue, or collaboration.
If you’re working on alignment, feedback systems, or AI safety, feel free to connect.📩 [email protected]

Research, Collaboration & Contact

This project is open for dialogue, review, and collaboration.
All materials are published under open-access licenses.

• X
• LinkedIn
• Zenodo
• Link