Stability Auditor
CommunityGuarantee deterministic, stable results.
Data & Analytics#stability#auditing#convergence#reproducibility#seed#nondeterminism#numerical-analysis
Authorsoheunyi
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Audit numerical stability and randomness controls to keep outcomes reproducible and trustworthy. Use when results may be affected by seeds, nondeterminism, tolerances, or numerical precision.
Core Features & Use Cases
- Detect nondeterminism and seed sensitivity in AI experiments.
- Validate numerical stability across runs and under perturbations.
- Use Case: Debug flaky experiments and ensure repeatable conclusions in simulations and data pipelines.
Quick Start
Run a stability audit on your latest experiment to detect nondeterminism and seed sensitivity.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: Stability Auditor Download link: https://github.com/soheunyi/get-research-done/archive/main.zip#stability-auditor Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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