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@@ -159,9 +159,15 @@ professional English.
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  ## Training data
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  | Item | Value |
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  |---|---|
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  | Source | Anonymized real engagement artifacts (`.md`, `.csv`, `.json`, `.mmd`, `.txt`) |
 
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  | Total records | **1,958** (after schema + exact-dedupe) |
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  | Estimated tokens | **~887k** |
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  | Splits (project-disjoint) | train 1,359 · val 347 · test 252 |
 
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  ## Training data
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+ > **The training dataset is proprietary to MainStack and is not publicly
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+ > released.** It is derived from confidential, anonymized client engagement
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+ > artifacts. The statistics below describe the corpus for transparency; the data
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+ > itself is not distributed with the model.
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+
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  | Item | Value |
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  |---|---|
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  | Source | Anonymized real engagement artifacts (`.md`, `.csv`, `.json`, `.mmd`, `.txt`) |
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+ | Availability | **Proprietary — not released** |
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  | Total records | **1,958** (after schema + exact-dedupe) |
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  | Estimated tokens | **~887k** |
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  | Splits (project-disjoint) | train 1,359 · val 347 · test 252 |