Hallucination Detection Scan

Hallucination Detection System

by @samira-el-masri

Build a multi-layer hallucination detection system for RAG with entailment checking, citation verification, and factual consistency scoring.

Zero-Shot Hallucination Prevention Prompt

by @ethan-park

Builds prompts with explicit mechanisms to prevent hallucinations and encourage appropriate uncertainty.

RAG Failure Mode Analyzer

by @samira-el-masri

Systematically analyze RAG failure modes from production data, categorize issues, identify root causes, and propose quantified mitigation strategies.

Customer Health Score Reflection

by @aisha-bello

Reflects on health score accuracy and suggests calibration improvements based on outcomes.

Few-Shot Error Pattern Detector

by @ethan-park

Detects common error patterns from few-shot examples to build prevention and detection rules.

Retrieval Augmented Generation Audit

by @samira-el-masri

Conduct a comprehensive RAG system audit covering retrieval quality, generation fidelity, operational health, and security compliance.

Mitigation Strategy Branching

Instruction Complexity Scoring

Deployment Scenario Analysis

Capability Probe Designer