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project case study // 2026

Model Observer

Evaluation workspace for monitoring AI output quality.

RoleFull-stack developer
Timeframe2026
StatusPortfolio project
01 // problem

The operational constraint.

AI prototypes often reach production without a clear evaluation trail, making regressions difficult to detect and explain.

02 // solution

The system response.

Model Observer records prompts, outputs, reviewer scores, evaluation dimensions, and release comparisons in one auditable interface.

03 // technology

Tech stack

Next.jsPythonPostgresOpenAI API
04 // gallery

Interface and workflow views