Ethan Park

Generates comprehensive documentation for prompts including purpose, usage patterns, and limitations.

Quantifies and propagates uncertainty through chain-of-thought reasoning with source classification.

Mimics writing styles from few-shot examples by extracting and applying voice and structural patterns.

Builds zero-shot task routing prompts that classify and route inputs to appropriate handlers.

Calculates optimal sample sizes for self-consistency based on task characteristics and confidence requirements.

Serializes tree-of-thought exploration state for persistence and later restoration with full fidelity.

Audits role personas for potential biases, stereotyping, and fairness issues with remediation guidance.

Analyzes and optimizes prompt token costs while maintaining quality through compression and model selection.

Generates explanatory analogies with clear mappings and explicit acknowledgment of analogy limitations.

Creates benchmarks to compare different reflection methods across standardized evaluation tasks.

Designs parallel execution plans for independent subtasks with resource allocation and failure handling.

Handles multilingual outputs with language detection, translation rules, and formatting preservation.