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backlog: draft TASK-5/6/14 (need design/rescoping) -> DRAFT-7/8/9; retarget dangling deps
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backlog/tasks/task-5 - Native-swap-native-per-transformer-Tier-0.md renamed to backlog/drafts/draft-7 - Native-swap-native-per-transformer-Tier-0.md

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---
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id: TASK-5
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id: DRAFT-7
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title: 'Native-swap: native per-transformer (Tier 0)'
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status: To Do
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status: Draft
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assignee: []
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created_date: '2026-07-18 13:44'
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updated_date: '2026-07-23 00:52'
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updated_date: '2026-07-23 01:01'
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labels:
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- sklearn
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- native-swap
@@ -45,4 +45,10 @@ created: 2026-07-23 00:37
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Dispatch retracted — AmirHossein stopped it. New convention: PM proposes assignments, AmirHossein green-lights each dispatch explicitly before any dev is messaged.
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---
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author: Iris (PM)
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created: 2026-07-23 01:01
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---
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Moved to Draft (2026-07-23): native per-transformer swap needs design work — not a well-scoped task yet. Re-scope + re-promote to a TASK before dispatch. AmirHossein's call.
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---
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<!-- COMMENTS:END -->

backlog/tasks/task-6 - ColumnTransformer-assembly-surface.md renamed to backlog/drafts/draft-8 - ColumnTransformer-assembly-surface.md

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---
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id: TASK-6
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id: DRAFT-8
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title: ColumnTransformer assembly surface
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status: To Do
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status: Draft
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assignee: []
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created_date: '2026-07-18 13:44'
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updated_date: '2026-07-23 00:57'
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updated_date: '2026-07-23 01:02'
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labels:
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- sklearn
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- fallback
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milestone: m-1
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dependencies:
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- TASK-5
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- DRAFT-7
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documentation:
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- doc-2 (sklearn transformer implementation plan)
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- 'doc-10 (Feature-output model — records, dense, sparse)'
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- [ ] #2 Includes a multi-output transformer (variable-width concat + feature-name expansion exercised)
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- [ ] #3 Provenance/feature-names survive routing + concat in order
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<!-- AC:END -->
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## Comments
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<!-- COMMENTS:BEGIN -->
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author: Iris (PM)
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created: 2026-07-23 01:01
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---
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Moved to Draft (2026-07-23): ColumnTransformer assembly surface needs design work — not well-scoped yet. Depends on the native-transformer draft (was TASK-5). Re-scope before promoting.
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---
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<!-- COMMENTS:END -->

backlog/tasks/task-14 - Feature-output-sparse-COO-struct-column-CSR-materializer-width-invariant-assert.md renamed to backlog/drafts/draft-9 - Feature-output-sparse-COO-struct-column-CSR-materializer-width-invariant-assert.md

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---
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id: TASK-14
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id: DRAFT-9
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title: >-
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Feature output: sparse COO struct column + CSR materializer + width-invariant
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assert
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status: To Do
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status: Draft
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assignee: []
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created_date: '2026-07-18 15:52'
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updated_date: '2026-07-23 00:52'
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updated_date: '2026-07-23 01:01'
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labels:
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- feature-output
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milestone: m-1
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- [ ] #2 N/unseen-key sourced from the fitted transform; shape pinned (n,N)
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- [ ] #3 width-invariant assert fails on batch-width drift
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<!-- AC:END -->
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## Comments
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<!-- COMMENTS:BEGIN -->
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author: Iris (PM)
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created: 2026-07-23 01:01
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---
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Moved to Draft (2026-07-23): sparse COO column is super-low priority AND needs design work. Parked as a draft until scoped.
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---
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<!-- COMMENTS:END -->

backlog/tasks/task-16 - Feature-output-type-directed-assembler-dense-sparse-in-one-SELECT.md

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status: To Do
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assignee: []
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created_date: '2026-07-18 15:52'
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updated_date: '2026-07-23 00:57'
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updated_date: '2026-07-23 01:02'
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labels:
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- feature-output
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milestone: m-1
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dependencies:
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- TASK-14
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- DRAFT-9
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documentation:
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- 'doc-10 (Feature-output model — records, dense, sparse)'
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priority: medium
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- [ ] #1 one SELECT yields a mixed dense+sparse feature set, materialized correctly
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- [ ] #2 ColumnTransformer used internally for hstack/densify, not exposed
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<!-- AC:END -->
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## Comments
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<!-- COMMENTS:BEGIN -->
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author: Iris (PM)
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created: 2026-07-23 01:02
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---
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Dependency retargeted: the sparse-COO prerequisite (was TASK-14) is now DRAFT-9 — parked as a draft pending design. So TASK-16 is effectively blocked on unscoped work; it can't finish until DRAFT-9 is scoped, promoted, and done.
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<!-- COMMENTS:END -->

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