Ethan Park

Designs stratified sampling strategies for self-consistency across different task space regions.

Detects when tree-of-thought exploration has converged to a stable, quality solution.

Designs trigger systems for persona adaptations based on conversation context and user needs.

Creates comprehensive benchmark suites for evaluating prompts across capability areas and difficulty levels.

Weighs evidence for claims based on reliability, relevance, and recency with aggregate scoring.

Identifies knowledge gaps from task attempts by comparing performance against expectations.

Plans error recovery strategies for decomposed tasks with retry logic and escalation paths.

Tracks and maintains interaction state variables for role personas across conversation turns.

Calibrates response tone across dimensions like formality, warmth, and assertiveness with fine control.

Creates catalogs of prompt failure modes with root cause analysis and prevention strategies.

Strengthens chain-of-thought conclusions by verifying evidence, tightening logic, and adding caveats.

Learns domain adaptation patterns from examples to transform content between different domains.