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add README landing page

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@@ -37,15 +37,18 @@ ContentOS, a reproducible English+Russian AI-text-detection ensemble.
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  ## Reproducibility
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- Anyone can clone the repo and reproduce all reported numbers:
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-
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- ```bash
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- git clone github.com/humanswith-ai/greg-personal-claude
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- cd greg-personal-claude/services/ml-services-hwai
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- pip install -r requirements.txt
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- pytest tests/test_calibration_regression.py -v # 8 baselines, 0.05s
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- python scripts/eval_ensemble_corpus.py # smoke battery, ~50 min
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- ```
 
 
 
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  ## Cite as
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  ## Reproducibility
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+ The full methodology and calibration corpus description are documented in
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+ `REPRODUCIBILITY.md`, which is sufficient for independent re-implementation
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+ of the ensemble.
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+
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+ A public mirror with the evaluation scripts (`eval_ensemble_corpus.py`,
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+ 8 pinned regression tests, atomic-swap deploy with 30-second rollback)
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+ will be released within ~2 weeks following the v1.12 RU recalibration
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+ chain. Target reproduction infrastructure: Hetzner CX43 (8 vCPU, no GPU,
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+ ~€14/month) or equivalent.
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+
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+ For early access before the public mirror, please open a discussion on
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+ this dataset.
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  ## Cite as
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