saga-bias-mitigator
CommunityEnsure fair and robust AI decisions.
Software Engineering#AI safety#LLM evaluation#bias mitigation#decision robustness#model plasticity#information ordering
Authormonkey1sai
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill addresses the critical issue of information order influencing AI decision-making, ensuring that LLM outputs are not biased by the sequence in which data is presented.
Core Features & Use Cases
- Detects and Mitigates Positional Bias: Identifies if the AI's answers change based on the order of input documents.
- Assesses Model Plasticity: Evaluates how well a model adapts to new information after changes or updates.
- Enhances Decision Robustness: Verifies that decisions remain consistent regardless of information sequencing.
- Use Case: When making a high-stakes financial decision based on multiple reports, this Skill can verify that the conclusion is sound and not skewed by the first or last report read.
Quick Start
Use the saga-bias-mitigator skill to assess the positional bias in decision-making for the provided documents.
Dependency Matrix
Required Modules
None requiredComponents
scriptsreferences
💻 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: saga-bias-mitigator Download link: https://github.com/monkey1sai/jacks_happy_bots/archive/main.zip#saga-bias-mitigator Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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