Ethan Park

Propagates relevant context to decomposed subtasks while optimizing for token efficiency.

Designs collaborative modes for personas enabling effective co-creation and handoff with users.

Handles legal language constraints with appropriate terminology, disclaimers, and hedging.

Audits prompt collections for consistency across style, terminology, and format dimensions.

Interpolates missing steps in sparse chain-of-thought reasoning to create complete logical flows.

Sets quality thresholds from examples to create consistent evaluation gates across dimensions.

Builds zero-shot text classification prompts with clear class boundaries and confidence thresholds.

Tracks how errors propagate through self-consistency samples to identify mitigation opportunities.

Reformulates problems for tree-of-thought exploration to enable more effective solution finding.

Designs output formats optimized for streaming with proper chunking and progress indicators.

Builds situational awareness into personas for context-appropriate response adaptation.

Designs graceful degradation systems for prompts when full functionality cannot be maintained.