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README.md
@@ -59,3 +59,15 @@ Headless runner for automated pipelines (planned).
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3. Reports are written to `reports/` in your project directory
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4. The web UI watches for file changes and updates in real time
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+## Demos
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+
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+End-to-end DeepWork demos live under `demos/`. Each demo is a
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+self-contained `CONTENT_DIR` you can open with
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+`CONTENT_DIR=demos/<name> make up` or by `cd`-ing into the folder and
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+running the bundled CLI.
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+- [`demos/oil/`](demos/oil/README.md) — predict summer 2026 WTI crude
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+ oil prices by joining FRED price series, NOAA GHCN-Daily weather at
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+ oil-region stations, and GDELT geopolitical events on
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+ ISO-2 country code.
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