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Reveal Fluid Knowledge public-release-validation-2026-09-16
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---
language:
- en
task_categories:
- question-answering
configs:
- config_name: public-release-validation-2026-09-16
data_files:
- split: test
path: epochs/public-release-validation-2026-09-16/questions.jsonl
default: true
---
# Fluid Knowledge
Public synthetic release-validation fixtures. These repeated arithmetic items test artifact publication and verification only; they were not authored or blindly reviewed by frontier models and are not a usable benchmark.
Each immutable `epochs/<id>/manifest.json` binds its published artifacts. `commitment.json` reveals the nonce for verification. Protocol and source attribution accompany each epoch. Pin the returned Hugging Face commit SHA for reproduction. Public retired questions cannot be used for new official runs.