Source record

Published by arXiv cs.HC (T1 source). The original is at https://arxiv.org/abs/2607.14673.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

Kaleidoscope is a workflow for evaluating AI applications that links persona-based test generation, contextual rubrics, human review, and reliability-gated LLM judges. Developed for public sector deployments needing local policy compliance, with pilot evidence from four organizational use cases and 108 annotated Q&A pairs.

The reliability-gated scoring pattern and public sector focus address a real gap for teams whose benchmarks must mirror their own users, context, and policies rather than public leaderboards.

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