Hodge decomposition of multi-agent disagreements: gradient (resolvable) + curl (cyclic) + harmonic (irreconcilable). Predicts which disputes will resolve
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Jun 13, 2026 - Rust
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disagreement
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Local, privacy-first cited-answer engine that surfaces disagreement: answers from web + your local docs + scholarly sources with inline citations, then cross-checks the answer against those sources to show where they agree and contradict. RAG over a local Ollama model. MIT.
privacy rag local-first answer-engine llm retrieval-augmented-generation local-ai ollama disagreement cited-answers
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Jul 20, 2026 - Python
Generate controlled synthetic annotator disagreement before real reviewer data is collected.
data generator simulation test calibration reviewer annotator synthetic inter-annotator-agreement synthetic-data iaa ai-evaluation evals disagreement auraone evaluation-quality
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Jul 13, 2026 - Python
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