cjimmylin/cei-rv-dashboard

The 'cei-rv-dashboard' is a specialized evaluation tool designed to visualize a specific dataset (Religious Values Benchmark). With 0 stars and 0 forks at 9 days old, it currently functions as a research artifact rather than a software product. Its defensibility is very low (2) because the value lies entirely in the underlying dataset and expert council methodology (the 'CEI-RV' benchmark), not the dashboard code itself, which is a standard implementation of data visualization patterns. Frontier labs (OpenAI, Anthropic) are unlikely to compete directly in this niche vertical, preferring general-purpose safety benchmarks like HELM or internal red-teaming. The project's primary risk is lack of adoption; unless the CEI-RV benchmark becomes a required standard for cultural alignment testing, this repository will remain a low-impact reference implementation. It is easily displaced by more comprehensive evaluation platforms (e.g., Weights & Biases, Arize Phoenix) if they were to ingest the same dataset.