I will analyze your ai for drift, stability, and variance

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ebysslabs
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ebysslabs
Ronald R

About this gig

AI systems drift. Outputs shift. Small changes in prompts can create inconsistent or unstable behavior.

I offer a private, offline drift and stability audit that evaluates how consistent your AI system is across repeated runs, variations, and controlled noise.

No model access required I work only with your inputs and outputs.

What I test:

Drift across repeated runs

Stability under small prompt changes

Output variance and unpredictability

Boundary/refusal consistency

Semantic coherence over time

Convergence vs. divergence patterns

What you receive:

Drift curves

Stability/variance charts

CSV logs of all runs

Short, clear findings summary

This service is ideal for anyone building, researching, or deploying AI systems who wants a clear picture of how their model behaves over time safely, ethically, and with full privacy.

If you want deeper testing, multi-prompt analysis, or extended run sets, check the available extras.

Get to know Ronald R

Ronald R

Custom Python Systems, Local Tools, Privacy First Development

  • FromUnited States
  • Member sinceMay 2025
  • Avg. response time16 hours
  • Languages

    English, Korean
I build custom local-first software systems using Python and React, tailored to client workflows and practical internal needs. My work includes private tools, dashboards, structured automation, document-based systems, and offline utilities designed for clarity, maintainability, and control. One example is FARMSLite, a fully offline privacy-first journaling app built around local data ownership and simple, dependable architecture. I focus on clean builds, transparent logic, reproducible testing, and systems that remain understandable after delivery.

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