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Synapse
March 12, 20260 citationsOpen Access

AI Structural Framework | Güdge Layer 0 Infrastructure

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TSTionne Smith

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

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Cite This Study

Tionne Smith (2026) studied this question.

synapsesocial.com/papers/69b25b7196eeacc4fceca2aahttps://doi.org/10.5281/zenodo.18942409
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