What does this research mean for the field?

Güdge stabilizes human-AI feedback loops by normalizing interaction intensity, preventing conversational drift and coherency collapse. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

What question did this study set out to answer?

The aim is to develop a middleware architecture that stabilizes human-AI interactions by minimizing feedback loop issues.

March 12, 2026Open Access

AI Structural Framework | Güdge Layer 0 Infrastructure

Key Points

The aim is to develop a middleware architecture that stabilizes human-AI interactions by minimizing feedback loop issues.
Developed a high-performance middleware architecture named Güdge.
Utilized a mechanical pivot architecture to normalize user input intensity.
Implemented a containerized Docker environment to support concurrent loads.
Captured real-time telemetry on typing velocity and interaction patterns.
Achieved sub-millisecond interception with verified production latency of 50µs.
Successfully benchmarked local latency at 29.6µs.
Supported over 200 concurrent loads with live WebSocket telemetry.

Abstract

Abstract: Güdge is a standalone, high-performance middleware architecture designed to stabilize human-AI feedback loops. Operating as a "Layer 0" interceptor, the system normalizes interaction intensity to prevent conversational drift, where high-intensity human input triggers model mirroring and coherency collapse. Technical Highlights: Mechanical Pivot Architecture: Utilizes a digital "shock absorber" to decouple user input intensity from model execution. Sub-Millisecond Interception: Verified production latency of 50µs (benchmarked at 29.6µs locally) using a custom X-Layer0-50µs validation header. Interactional Load Telemetry: Real-time capture of high-resolution signals including typing velocity, pause variance, and revision rates. Infrastructure: Containerized Docker environment supporting 200+ concurrent loads with live WebSocket telemetry streaming. Keywords: Güdge, Layer 0, Infrastructure, Mechanical Pivot, Interactional Load, Interactional Drift, 50µs Latency, Interceptor, Sub-millisecond, X-Layer0-50µs

Read Full Paperexternally

Bookmark

View Full Paper

Cite This Study

Tionne Smith (Tue,) studied this question.

synapsesocial.com/papers/69b25b7196eeacc4fceca2aa https://doi.org/https://doi.org/10.5281/zenodo.18942409

Bookmark

View Full Paper