Peter Winters

AI Evaluation Specialist at Outlier AI

Contract role evaluating image-grounded prompts and model outputs; promoted to Reviewer for quality-gating submissions across topics. Assessed instruction-following, factuality, and reasoning; rewrote model responses. Created adversarial prompts and logged systematic failure modes. Developed graduate-level prompts and 'perfect-answer' rubrics, baselined with Gemini.

Electrical Systems Student Engineer at Thermo King

Designed and built CAN bus logging system, deployed in the first 10 units of the most recent product line. Built/tested electrical harness prototypes and wrote test reports used in component selection. Authored safety/emergency protocol docs; applied DFMEA for risk assessment. Coordinated with cross-site teams to validate replacement parts, reported compatibility and performance findings.

AI Evaluation Specialist at Outlier AI

Authored image-grounded prompts and responses; promoted to Reviewer to quality-gate submissions across topics. Evaluated model outputs for instruction-following, factuality, and reasoning; rewrote model responses. Created adversarial prompts; logged systematic failure modes. Designed graduate-level prompts and a perfect-answer rubric; baselined with Gemini.