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Reduce README to factual project description - #36
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Removes the leakage-fix headline, the champion-vs-AutoGluon table, the four-MLOps-capabilities table, the frontier LLM comparison, the L0-L3 ablation, the architecture diagram, the test breakdown and the repo layout. Keeps the live-demo link, the quick-start block verbatim, the dataset table and the licence line unchanged. 9.3 KB to 1.7 KB.
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Strips the project narrative, leaving what the repo is, how to run it, and what data it uses.
Removed
Kept
Live-demo link, the quick-start block verbatim (compose, MLflow, Streamlit, DVC, registry promote/rollback, feature benchmark,
scripts/demo.sh, pytest incl. the CI-mode flag), the dataset table with row counts and windows, and the licence line verbatim (MIT. See LICENSE).The dataset table keeps the chronological-split note, since that describes how the data is partitioned — needed to use the pipeline correctly — without the before/after narrative.
Verification
9,280 B → 1,731 B. No day/sprint/audit/champion/ablation/leakage/AUC/Claude markers remain. Every referenced path (
LICENSE,app.py,scripts/demo.sh,dvc.yaml,tests/,docker-compose.yml) confirmed present.