Ethan Park

Formats LLM outputs to match API response specifications with schema validation and error handling.

Sets ethical boundaries for role personas with appropriate refusal responses and nuanced handling.

Integrates external knowledge into chain-of-thought reasoning at appropriate points with validation.

Scores semantic similarity between candidate texts and reference examples with feature-level analysis.

Builds zero-shot summarization prompts with configurable compression, focus areas, and quality criteria.

Defines when reflection loops should terminate based on quality convergence and diminishing returns.

Generates detailed domain expert personas with appropriate vocabulary, boundaries, and ethical guidelines.

Maps dependencies between decomposed tasks to optimize scheduling and parallelization opportunities.

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.

Generates improvement hypotheses from performance analysis with prioritization and validation plans.

Designs clean interfaces between decomposed subtasks with proper schemas and data flow specifications.