Open-science human-in-the-loop tool for searching, annotating, curating legal judgements, reviewing model suggestions with Hypothesis, and exporting project-scoped annotated data

LLM confidence scoring layer — multi-dimensional epistemic verification for source grounding, factual consistency, and claim accuracy across ChatGPT, Claude, Grok, Perplexity, and any LLM output.

AI orchestration platform with native human-in-the-loop, MCP support, and built-in governance. MIT licensed.