Bias-Reduction Content Generator
Generate content on [topic] that avoids stereotypes and reflects diverse perspectives.
Retrieval Accuracy Evaluator
Check if the retrieved documents [retrieved data] fully answer the query [query]. Flag missing or irrelevant information.
Output Quality Evaluator (LLM-as-a-Judge)
Evaluate the following output [output text] for [criteria such as accuracy, clarity, relevance], and provide a score and reasoning.
A/B Testing Prompt Optimizer
Given Prompt A: [prompt A] and Prompt B: [prompt B], compare outputs and determine which better meets [criteria]. Explain why.
Prompt Error Diagnosis
Analyze why the following prompt [prompt text] did not produce the desired result. Suggest fixes.
Prompt Testing & Refinement
Evaluate the prompt [prompt text] for clarity, specificity, and bias. Suggest improvements in structure and content.
Sub-Query Generator
Break down the query [complex query] into smaller sub-queries targeting different data sources.
Recursive Retrieval Response
Start with the provided query: [query]. Retrieve small chunks of relevant data first, then expand retrieval scope to larger context for detail enrichment.
Hybrid Search Response
Using both keyword and semantic search results provided in [context], create a unified answer to [query].
Sliding Window Context Processor
Process [content] using a sliding window of [size] tokens, overlapping by [overlap] tokens, and summarize each segment.