sortition

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docxology / ntqr_allotment

Research testbed pairing allotment (maximin stratified sortition, Flanigan et al. Nature 2021) with ntqr algebraic logic for ground-truth-free evaluation of noisy binary classifiers — a 96-seed grid over 3/6/9/12-judge panels and 300-item corpora, validated against live gemma3:4b reviewers via Ollama.

python evaluation sortition sympy algebraic-geometry classifiers ollama llm-evaluation unsupervised-evaluation

Updated Jun 30, 2026
Python

Preston2012 / ouroboros

Star

Self-auditing governance that starts at community scale and grows only by consent. AI audits, humans decide. Sources graded, every unsolved problem named in the text.

open-government democracy civic-tech sortition public-policy governance ai-safety direct-democracy anti-corruption deliberative-democracy ai-alignment political-philosophy ai-governance government-transparency constitutional-design political-reform

Updated Aug 8, 2026
Python

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