Abhishek-Mohan commented on code in PR #7153:
URL: https://github.com/apache/datafusion-comet/pull/7153#discussion_r4385081869


##########
.ai/skills/review-comet-docs/SKILL.md:
##########
@@ -0,0 +1,322 @@
+---
+name: review-comet-docs
+description: Use when reviewing the documentation in a DataFusion Comet pull 
request or branch, or when auditing an existing page or directory under 
docs/source or README.md. Checks wording against the documentation style guide 
and checks that config keys, operator names, links, images and generated 
content match the code. Advisory only, it never edits files or posts comments. 
Load alongside review-comet-pr when a PR changes docs.
+argument-hint: <pr-number | branch | docs-path>
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+Review Comet docs: $ARGUMENTS
+
+Pick the mode from the argument:
+
+- **PR mode**: a number. Review the docs a pull request changes.
+- **Audit mode**: a file or directory that exists in the working tree. Review 
it as it is now.
+- **Branch mode**: a branch, tag, or commit that `git rev-parse --verify` 
accepts. Review what it
+  changes compared with `main`, for example before opening a PR. Otherwise, 
ask which one is meant.
+
+In PR mode, **REQUIRED BACKGROUND:** use `review-comet-pr` for its steps 2 to 
4 (PR metadata,
+existing comments, and the diff) and its CI check. This skill only covers 
documentation.
+
+This skill gives advice to a human. Never edit files, commit, push, or post 
comments.
+
+**Shell notes.** Run every command from the repository root. Each tool call 
may start a new shell,
+so save the variables you set and load them again in later calls:
+
+```bash
+STATE="$(git rev-parse --git-dir)/review-comet-docs.env"
+printf 'R=%s\nHEAD_REF=%s\nBASE=%s\nADDED=%s\n' "$R" "$HEAD_REF" "$BASE" 
"$ADDED" > "$STATE"
+. "$STATE"
+```
+
+In zsh, `$HEAD_REF:spark/...` is read as a history modifier, so always write 
`"${HEAD_REF}:<path>"`.
+
+## 1. Select the Revisions
+
+Find the remote that points at `apache/datafusion-comet`, because its name 
differs between clones:
+
+```bash
+R=$(git remote -v | awk '/apache\/datafusion-comet(\.git)? \(fetch\)/ {print 
$1; exit}')
+```
+
+If `R` is empty, use `https://github.com/apache/datafusion-comet.git` in its 
place.
+
+**PR mode.** Read the base branch and changed files, then fetch the base and 
the head without
+touching the working tree. The leading `+` lets the fetch replace a ref after 
a force push.
+
+```bash
+gh pr view <pr> --repo apache/datafusion-comet --json 
baseRefName,headRefOid,files
+git fetch "$R" "+refs/heads/<base>:refs/review/base-<pr>" 
"+pull/<pr>/head:refs/review/pr-<pr>"
+HEAD_REF=refs/review/pr-<pr>; BASE=$(git merge-base refs/review/base-<pr> 
"$HEAD_REF")
+```
+
+Check that `git rev-parse "$HEAD_REF"` equals `headRefOid`. If it does not, 
the PR changed while you
+fetched it: run both commands again, at most twice.
+
+**Branch mode.** Fetch `main` the same way, then compare with it:
+
+```bash
+git fetch "$R" "+refs/heads/main:refs/review/main"
+HEAD_REF=<branch>; BASE=$(git merge-base refs/review/main "$HEAD_REF")
+```
+
+**Audit mode.** There is no base. List the files, including new files that are 
not committed yet,
+and search them with `--untracked`:
+
+```bash
+git ls-files --cached --others --exclude-standard -- <path>
+```
+
+In PR and branch mode, read every file, including linked pages and the code a 
claim describes, from
+`$HEAD_REF`. If `git rev-list --count "$BASE"..refs/review/base-<pr>` (or 
`..refs/review/main`) is
+not zero, `main` has moved since the change branched. Check the claims against 
`main` too, and report
+what has changed there.
+
+## 2. Read the Style Guide
+
+Read `docs/source/contributor-guide/style_guide.md` in full on every run. If 
the change edits the
+guide, read its version with `git show 
"${HEAD_REF}:docs/source/contributor-guide/style_guide.md"`.
+Otherwise, read it from the working tree. If the file does not exist, stop and 
say so.

Review Comment:
   Fixed in 6ef1f41d2.



##########
.ai/skills/review-comet-pr/SKILL.md:
##########
@@ -43,6 +43,7 @@ change.
 | `native/core/src/execution/memory_pools/`, `CometTaskMemoryManager`, 
`CometShuffleMemoryAllocator`, `MemoryConsumer` / `try_grow` / `reserve` call 
sites, pool configs                     | `review-comet-memory-pr`        |
 | `native/shuffle/`, 
`spark/src/main/scala/org/apache/spark/sql/comet/execution/shuffle/`, 
`spark/src/main/java/org/apache/spark/shuffle/`, `CometShuffleExchangeExec`     
                  | `review-comet-shuffle-pr`       |
 | `IcebergWriteStrategy`, `IcebergWriteExec`, `IcebergCommitExec`, 
`CometIcebergWriteExec`, `CometIcebergNativeWrite`, `iceberg_write.rs`, 
`iceberg_partition_path.rs`, the iceberg-rust pin | 
`review-comet-iceberg-write-pr` |
+| `docs/source/`, `README.md`, `.doc(...)` strings in config classes, doc 
comments (Scaladoc, Javadoc, Rust `///`)                                        
                                   | `review-comet-docs`             |

Review Comment:
   Fixed in 6ef1f41d2.



##########
.ai/skills/review-comet-docs/SKILL.md:
##########
@@ -0,0 +1,322 @@
+---
+name: review-comet-docs
+description: Use when reviewing the documentation in a DataFusion Comet pull 
request or branch, or when auditing an existing page or directory under 
docs/source or README.md. Checks wording against the documentation style guide 
and checks that config keys, operator names, links, images and generated 
content match the code. Advisory only, it never edits files or posts comments. 
Load alongside review-comet-pr when a PR changes docs.
+argument-hint: <pr-number | branch | docs-path>
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+Review Comet docs: $ARGUMENTS
+
+Pick the mode from the argument:
+
+- **PR mode**: a number. Review the docs a pull request changes.
+- **Audit mode**: a file or directory that exists in the working tree. Review 
it as it is now.
+- **Branch mode**: a branch, tag, or commit that `git rev-parse --verify` 
accepts. Review what it
+  changes compared with `main`, for example before opening a PR. Otherwise, 
ask which one is meant.
+
+In PR mode, **REQUIRED BACKGROUND:** use `review-comet-pr` for its steps 2 to 
4 (PR metadata,
+existing comments, and the diff) and its CI check. This skill only covers 
documentation.
+
+This skill gives advice to a human. Never edit files, commit, push, or post 
comments.
+
+**Shell notes.** Run every command from the repository root. Each tool call 
may start a new shell,
+so save the variables you set and load them again in later calls:
+
+```bash
+STATE="$(git rev-parse --git-dir)/review-comet-docs.env"
+printf 'R=%s\nHEAD_REF=%s\nBASE=%s\nADDED=%s\n' "$R" "$HEAD_REF" "$BASE" 
"$ADDED" > "$STATE"
+. "$STATE"
+```
+
+In zsh, `$HEAD_REF:spark/...` is read as a history modifier, so always write 
`"${HEAD_REF}:<path>"`.
+
+## 1. Select the Revisions
+
+Find the remote that points at `apache/datafusion-comet`, because its name 
differs between clones:
+
+```bash
+R=$(git remote -v | awk '/apache\/datafusion-comet(\.git)? \(fetch\)/ {print 
$1; exit}')
+```
+
+If `R` is empty, use `https://github.com/apache/datafusion-comet.git` in its 
place.
+
+**PR mode.** Read the base branch and changed files, then fetch the base and 
the head without
+touching the working tree. The leading `+` lets the fetch replace a ref after 
a force push.
+
+```bash
+gh pr view <pr> --repo apache/datafusion-comet --json 
baseRefName,headRefOid,files
+git fetch "$R" "+refs/heads/<base>:refs/review/base-<pr>" 
"+pull/<pr>/head:refs/review/pr-<pr>"
+HEAD_REF=refs/review/pr-<pr>; BASE=$(git merge-base refs/review/base-<pr> 
"$HEAD_REF")
+```
+
+Check that `git rev-parse "$HEAD_REF"` equals `headRefOid`. If it does not, 
the PR changed while you
+fetched it: run both commands again, at most twice.
+
+**Branch mode.** Fetch `main` the same way, then compare with it:
+
+```bash
+git fetch "$R" "+refs/heads/main:refs/review/main"
+HEAD_REF=<branch>; BASE=$(git merge-base refs/review/main "$HEAD_REF")
+```
+
+**Audit mode.** There is no base. List the files, including new files that are 
not committed yet,
+and search them with `--untracked`:
+
+```bash
+git ls-files --cached --others --exclude-standard -- <path>
+```
+
+In PR and branch mode, read every file, including linked pages and the code a 
claim describes, from
+`$HEAD_REF`. If `git rev-list --count "$BASE"..refs/review/base-<pr>` (or 
`..refs/review/main`) is
+not zero, `main` has moved since the change branched. Check the claims against 
`main` too, and report
+what has changed there.
+
+## 2. Read the Style Guide
+
+Read `docs/source/contributor-guide/style_guide.md` in full on every run. If 
the change edits the
+guide, read its version with `git show 
"${HEAD_REF}:docs/source/contributor-guide/style_guide.md"`.
+Otherwise, read it from the working tree. If the file does not exist, stop and 
say so.
+
+The guide is the rulebook, and its first section says what it covers. Cite its 
rule IDs (`T3`, `N1`,
+`P16`, and so on), and do not restate or reinterpret its rules here. If the 
guide and this skill
+disagree, the guide wins.
+
+## 3. Select the Files
+
+In PR and branch mode, `<paths>` below means these changed files:
+
+- `.md` and `.rst` files under `docs/source`, and `README.md`;
+- files that change `.doc(...)` strings in `CometConf.scala` or in contrib 
config classes;
+- files that change doc comments (Scaladoc, Javadoc, and Rust `///` comments);
+- `AGENTS.md` and `.ai/skills/**/SKILL.md`.
+
+For doc comments, `AGENTS.md`, and skills, check the vocabulary and accuracy 
rules the guide names
+for them, not the page conventions. Check the changed lines and the paragraphs 
around them, not the
+whole page. Report a problem in unchanged text only when the change makes it 
wrong, or list it
+separately as already on the page. Also read the code diff for the behavior 
the changed docs
+describe, because docs are usually only as accurate as the code change beside 
them.
+
+In every mode:
+
+- Skip the content the guide's **Generated Content** section lists as 
generated or as records.
+  Review the hand-written text around the generated markers. Text between the 
markers that differs
+  from what `GenerateDocs` produces is a hand edit, and a finding (`P5`).
+- Do the judgment checks in step 5 for at most 10 pages per run. List any 
pages you skipped so the
+  user can run the skill again on them.
+
+## 4. Mechanical Checks
+
+These checks produce candidates, not findings. Read each hit in context before 
reporting it. For the
+wording checks, ignore hits inside fenced code blocks, inline code, quoted 
plan output or logs, and
+text that quotes a phrase in order to discuss it (`N6`), such as the style 
guide's own examples. The
+accuracy checks still apply to code font: config keys, operator names, and 
code examples are usually
+written that way. For each check, record what it checked, the number of hits, 
and how many of them
+are findings.
+
+Use `git grep -P` or `perl`, as written. The system `grep` on macOS has no 
`-P`, and `git grep -E`
+does not support `\b`, so it silently finds nothing. Plain `\b` also misses 
Markdown italics such as
+`_native execution_`, because `_` counts as a word character, so the patterns 
below use lookarounds.
+
+**Lines to check.** In PR and branch mode, list the added lines with their 
file and line number, and
+run the line checks below on this list only. In audit mode, run the line 
checks on the files with
+`git grep -n --untracked`.
+
+```bash
+ADDED=$(mktemp "$(git rev-parse --git-dir)/review-added.XXXXXX")
+git diff --no-ext-diff --src-prefix=a/ --dst-prefix=b/ -U0 "$BASE" "$HEAD_REF" 
-- <paths> \
+  | awk '/^--- /{h=1; next}
+         h && /^\+\+\+ b\//{f=substr($0,7); sub(/\t$/,"",f); h=0; next}
+         /^@@/{h=0; split($3,a,/[+,]/); n=a[2]; next}
+         /^\+/{print f":"n": "substr($0,2); n++}' > "$ADDED"
+```
+
+**"Native" and "vectorized".** Check each hit against `N1`-`N6` and `T10`. 
Which page the hit is on
+matters, because `N3` allows more in the contributor guide:
+
+```bash
+perl -ne 'print if /^.+?:\d+: 
.*(?:(?<![A-Za-z0-9])native(?:ly)?(?![A-Za-z0-9])|vectori[sz]ed)/i' "$ADDED"
+git grep -n -i --untracked -P 
'(?<![A-Za-z0-9])native(ly)?(?![A-Za-z0-9])|vectori[sz]ed' -- <files>   # audit
+```
+
+**Config keys.** Every `spark.comet.*` key a page names must exist (`P13`). 
List the keys the text
+names, then the keys the code defines at the revision under review. `<rev>` is 
`$HEAD_REF`, or
+nothing in audit mode. The second command reads definitions that span two 
lines, expands
+`createExecEnabledConfig`, and leaves out deprecated alternative names and 
unexpanded templates:
+
+```bash
+perl -ne 'print "$1\n" while /(spark\.comet\.[\w.<>]*[\w>])/g' "$ADDED" | sort 
-u
+git grep -h -A1 -P '\b(conf|ConfigBuilder|createExecEnabledConfig)\(' <rev> -- 
spark/src/main contrib \

Review Comment:
   Fixed in 6ef1f41d2.



##########
.ai/skills/review-comet-docs/SKILL.md:
##########
@@ -0,0 +1,322 @@
+---
+name: review-comet-docs
+description: Use when reviewing the documentation in a DataFusion Comet pull 
request or branch, or when auditing an existing page or directory under 
docs/source or README.md. Checks wording against the documentation style guide 
and checks that config keys, operator names, links, images and generated 
content match the code. Advisory only, it never edits files or posts comments. 
Load alongside review-comet-pr when a PR changes docs.
+argument-hint: <pr-number | branch | docs-path>
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+Review Comet docs: $ARGUMENTS
+
+Pick the mode from the argument:
+
+- **PR mode**: a number. Review the docs a pull request changes.
+- **Audit mode**: a file or directory that exists in the working tree. Review 
it as it is now.
+- **Branch mode**: a branch, tag, or commit that `git rev-parse --verify` 
accepts. Review what it
+  changes compared with `main`, for example before opening a PR. Otherwise, 
ask which one is meant.
+
+In PR mode, **REQUIRED BACKGROUND:** use `review-comet-pr` for its steps 2 to 
4 (PR metadata,
+existing comments, and the diff) and its CI check. This skill only covers 
documentation.
+
+This skill gives advice to a human. Never edit files, commit, push, or post 
comments.
+
+**Shell notes.** Run every command from the repository root. Each tool call 
may start a new shell,
+so save the variables you set and load them again in later calls:
+
+```bash
+STATE="$(git rev-parse --git-dir)/review-comet-docs.env"
+printf 'R=%s\nHEAD_REF=%s\nBASE=%s\nADDED=%s\n' "$R" "$HEAD_REF" "$BASE" 
"$ADDED" > "$STATE"
+. "$STATE"
+```
+
+In zsh, `$HEAD_REF:spark/...` is read as a history modifier, so always write 
`"${HEAD_REF}:<path>"`.
+
+## 1. Select the Revisions
+
+Find the remote that points at `apache/datafusion-comet`, because its name 
differs between clones:
+
+```bash
+R=$(git remote -v | awk '/apache\/datafusion-comet(\.git)? \(fetch\)/ {print 
$1; exit}')
+```
+
+If `R` is empty, use `https://github.com/apache/datafusion-comet.git` in its 
place.
+
+**PR mode.** Read the base branch and changed files, then fetch the base and 
the head without
+touching the working tree. The leading `+` lets the fetch replace a ref after 
a force push.
+
+```bash
+gh pr view <pr> --repo apache/datafusion-comet --json 
baseRefName,headRefOid,files
+git fetch "$R" "+refs/heads/<base>:refs/review/base-<pr>" 
"+pull/<pr>/head:refs/review/pr-<pr>"
+HEAD_REF=refs/review/pr-<pr>; BASE=$(git merge-base refs/review/base-<pr> 
"$HEAD_REF")
+```
+
+Check that `git rev-parse "$HEAD_REF"` equals `headRefOid`. If it does not, 
the PR changed while you
+fetched it: run both commands again, at most twice.
+
+**Branch mode.** Fetch `main` the same way, then compare with it:
+
+```bash
+git fetch "$R" "+refs/heads/main:refs/review/main"
+HEAD_REF=<branch>; BASE=$(git merge-base refs/review/main "$HEAD_REF")
+```
+
+**Audit mode.** There is no base. List the files, including new files that are 
not committed yet,
+and search them with `--untracked`:
+
+```bash
+git ls-files --cached --others --exclude-standard -- <path>
+```
+
+In PR and branch mode, read every file, including linked pages and the code a 
claim describes, from
+`$HEAD_REF`. If `git rev-list --count "$BASE"..refs/review/base-<pr>` (or 
`..refs/review/main`) is
+not zero, `main` has moved since the change branched. Check the claims against 
`main` too, and report
+what has changed there.
+
+## 2. Read the Style Guide
+
+Read `docs/source/contributor-guide/style_guide.md` in full on every run. If 
the change edits the
+guide, read its version with `git show 
"${HEAD_REF}:docs/source/contributor-guide/style_guide.md"`.
+Otherwise, read it from the working tree. If the file does not exist, stop and 
say so.
+
+The guide is the rulebook, and its first section says what it covers. Cite its 
rule IDs (`T3`, `N1`,
+`P16`, and so on), and do not restate or reinterpret its rules here. If the 
guide and this skill
+disagree, the guide wins.
+
+## 3. Select the Files
+
+In PR and branch mode, `<paths>` below means these changed files:
+
+- `.md` and `.rst` files under `docs/source`, and `README.md`;
+- files that change `.doc(...)` strings in `CometConf.scala` or in contrib 
config classes;
+- files that change doc comments (Scaladoc, Javadoc, and Rust `///` comments);
+- `AGENTS.md` and `.ai/skills/**/SKILL.md`.
+
+For doc comments, `AGENTS.md`, and skills, check the vocabulary and accuracy 
rules the guide names
+for them, not the page conventions. Check the changed lines and the paragraphs 
around them, not the
+whole page. Report a problem in unchanged text only when the change makes it 
wrong, or list it
+separately as already on the page. Also read the code diff for the behavior 
the changed docs
+describe, because docs are usually only as accurate as the code change beside 
them.
+
+In every mode:
+
+- Skip the content the guide's **Generated Content** section lists as 
generated or as records.
+  Review the hand-written text around the generated markers. Text between the 
markers that differs
+  from what `GenerateDocs` produces is a hand edit, and a finding (`P5`).
+- Do the judgment checks in step 5 for at most 10 pages per run. List any 
pages you skipped so the
+  user can run the skill again on them.
+
+## 4. Mechanical Checks
+
+These checks produce candidates, not findings. Read each hit in context before 
reporting it. For the
+wording checks, ignore hits inside fenced code blocks, inline code, quoted 
plan output or logs, and
+text that quotes a phrase in order to discuss it (`N6`), such as the style 
guide's own examples. The
+accuracy checks still apply to code font: config keys, operator names, and 
code examples are usually
+written that way. For each check, record what it checked, the number of hits, 
and how many of them
+are findings.
+
+Use `git grep -P` or `perl`, as written. The system `grep` on macOS has no 
`-P`, and `git grep -E`
+does not support `\b`, so it silently finds nothing. Plain `\b` also misses 
Markdown italics such as
+`_native execution_`, because `_` counts as a word character, so the patterns 
below use lookarounds.
+
+**Lines to check.** In PR and branch mode, list the added lines with their 
file and line number, and
+run the line checks below on this list only. In audit mode, run the line 
checks on the files with
+`git grep -n --untracked`.
+
+```bash
+ADDED=$(mktemp "$(git rev-parse --git-dir)/review-added.XXXXXX")
+git diff --no-ext-diff --src-prefix=a/ --dst-prefix=b/ -U0 "$BASE" "$HEAD_REF" 
-- <paths> \
+  | awk '/^--- /{h=1; next}
+         h && /^\+\+\+ b\//{f=substr($0,7); sub(/\t$/,"",f); h=0; next}

Review Comment:
   Fixed in 6ef1f41d2.



##########
.ai/skills/review-comet-docs/SKILL.md:
##########
@@ -0,0 +1,322 @@
+---
+name: review-comet-docs
+description: Use when reviewing the documentation in a DataFusion Comet pull 
request or branch, or when auditing an existing page or directory under 
docs/source or README.md. Checks wording against the documentation style guide 
and checks that config keys, operator names, links, images and generated 
content match the code. Advisory only, it never edits files or posts comments. 
Load alongside review-comet-pr when a PR changes docs.
+argument-hint: <pr-number | branch | docs-path>
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+Review Comet docs: $ARGUMENTS
+
+Pick the mode from the argument:
+
+- **PR mode**: a number. Review the docs a pull request changes.
+- **Audit mode**: a file or directory that exists in the working tree. Review 
it as it is now.
+- **Branch mode**: a branch, tag, or commit that `git rev-parse --verify` 
accepts. Review what it
+  changes compared with `main`, for example before opening a PR. Otherwise, 
ask which one is meant.
+
+In PR mode, **REQUIRED BACKGROUND:** use `review-comet-pr` for its steps 2 to 
4 (PR metadata,
+existing comments, and the diff) and its CI check. This skill only covers 
documentation.
+
+This skill gives advice to a human. Never edit files, commit, push, or post 
comments.
+
+**Shell notes.** Run every command from the repository root. Each tool call 
may start a new shell,
+so save the variables you set and load them again in later calls:
+
+```bash
+STATE="$(git rev-parse --git-dir)/review-comet-docs.env"
+printf 'R=%s\nHEAD_REF=%s\nBASE=%s\nADDED=%s\n' "$R" "$HEAD_REF" "$BASE" 
"$ADDED" > "$STATE"
+. "$STATE"
+```
+
+In zsh, `$HEAD_REF:spark/...` is read as a history modifier, so always write 
`"${HEAD_REF}:<path>"`.
+
+## 1. Select the Revisions
+
+Find the remote that points at `apache/datafusion-comet`, because its name 
differs between clones:
+
+```bash
+R=$(git remote -v | awk '/apache\/datafusion-comet(\.git)? \(fetch\)/ {print 
$1; exit}')
+```
+
+If `R` is empty, use `https://github.com/apache/datafusion-comet.git` in its 
place.
+
+**PR mode.** Read the base branch and changed files, then fetch the base and 
the head without
+touching the working tree. The leading `+` lets the fetch replace a ref after 
a force push.
+
+```bash
+gh pr view <pr> --repo apache/datafusion-comet --json 
baseRefName,headRefOid,files
+git fetch "$R" "+refs/heads/<base>:refs/review/base-<pr>" 
"+pull/<pr>/head:refs/review/pr-<pr>"
+HEAD_REF=refs/review/pr-<pr>; BASE=$(git merge-base refs/review/base-<pr> 
"$HEAD_REF")
+```
+
+Check that `git rev-parse "$HEAD_REF"` equals `headRefOid`. If it does not, 
the PR changed while you
+fetched it: run both commands again, at most twice.
+
+**Branch mode.** Fetch `main` the same way, then compare with it:
+
+```bash
+git fetch "$R" "+refs/heads/main:refs/review/main"
+HEAD_REF=<branch>; BASE=$(git merge-base refs/review/main "$HEAD_REF")
+```
+
+**Audit mode.** There is no base. List the files, including new files that are 
not committed yet,
+and search them with `--untracked`:
+
+```bash
+git ls-files --cached --others --exclude-standard -- <path>
+```
+
+In PR and branch mode, read every file, including linked pages and the code a 
claim describes, from
+`$HEAD_REF`. If `git rev-list --count "$BASE"..refs/review/base-<pr>` (or 
`..refs/review/main`) is
+not zero, `main` has moved since the change branched. Check the claims against 
`main` too, and report
+what has changed there.
+
+## 2. Read the Style Guide
+
+Read `docs/source/contributor-guide/style_guide.md` in full on every run. If 
the change edits the
+guide, read its version with `git show 
"${HEAD_REF}:docs/source/contributor-guide/style_guide.md"`.
+Otherwise, read it from the working tree. If the file does not exist, stop and 
say so.
+
+The guide is the rulebook, and its first section says what it covers. Cite its 
rule IDs (`T3`, `N1`,
+`P16`, and so on), and do not restate or reinterpret its rules here. If the 
guide and this skill
+disagree, the guide wins.
+
+## 3. Select the Files
+
+In PR and branch mode, `<paths>` below means these changed files:
+
+- `.md` and `.rst` files under `docs/source`, and `README.md`;
+- files that change `.doc(...)` strings in `CometConf.scala` or in contrib 
config classes;
+- files that change doc comments (Scaladoc, Javadoc, and Rust `///` comments);
+- `AGENTS.md` and `.ai/skills/**/SKILL.md`.
+
+For doc comments, `AGENTS.md`, and skills, check the vocabulary and accuracy 
rules the guide names
+for them, not the page conventions. Check the changed lines and the paragraphs 
around them, not the
+whole page. Report a problem in unchanged text only when the change makes it 
wrong, or list it
+separately as already on the page. Also read the code diff for the behavior 
the changed docs
+describe, because docs are usually only as accurate as the code change beside 
them.
+
+In every mode:
+
+- Skip the content the guide's **Generated Content** section lists as 
generated or as records.
+  Review the hand-written text around the generated markers. Text between the 
markers that differs
+  from what `GenerateDocs` produces is a hand edit, and a finding (`P5`).
+- Do the judgment checks in step 5 for at most 10 pages per run. List any 
pages you skipped so the
+  user can run the skill again on them.
+
+## 4. Mechanical Checks
+
+These checks produce candidates, not findings. Read each hit in context before 
reporting it. For the
+wording checks, ignore hits inside fenced code blocks, inline code, quoted 
plan output or logs, and
+text that quotes a phrase in order to discuss it (`N6`), such as the style 
guide's own examples. The
+accuracy checks still apply to code font: config keys, operator names, and 
code examples are usually
+written that way. For each check, record what it checked, the number of hits, 
and how many of them
+are findings.
+
+Use `git grep -P` or `perl`, as written. The system `grep` on macOS has no 
`-P`, and `git grep -E`
+does not support `\b`, so it silently finds nothing. Plain `\b` also misses 
Markdown italics such as
+`_native execution_`, because `_` counts as a word character, so the patterns 
below use lookarounds.
+
+**Lines to check.** In PR and branch mode, list the added lines with their 
file and line number, and
+run the line checks below on this list only. In audit mode, run the line 
checks on the files with
+`git grep -n --untracked`.
+
+```bash
+ADDED=$(mktemp "$(git rev-parse --git-dir)/review-added.XXXXXX")
+git diff --no-ext-diff --src-prefix=a/ --dst-prefix=b/ -U0 "$BASE" "$HEAD_REF" 
-- <paths> \
+  | awk '/^--- /{h=1; next}
+         h && /^\+\+\+ b\//{f=substr($0,7); sub(/\t$/,"",f); h=0; next}
+         /^@@/{h=0; split($3,a,/[+,]/); n=a[2]; next}
+         /^\+/{print f":"n": "substr($0,2); n++}' > "$ADDED"
+```
+
+**"Native" and "vectorized".** Check each hit against `N1`-`N6` and `T10`. 
Which page the hit is on
+matters, because `N3` allows more in the contributor guide:
+
+```bash
+perl -ne 'print if /^.+?:\d+: 
.*(?:(?<![A-Za-z0-9])native(?:ly)?(?![A-Za-z0-9])|vectori[sz]ed)/i' "$ADDED"
+git grep -n -i --untracked -P 
'(?<![A-Za-z0-9])native(ly)?(?![A-Za-z0-9])|vectori[sz]ed' -- <files>   # audit
+```
+
+**Config keys.** Every `spark.comet.*` key a page names must exist (`P13`). 
List the keys the text
+names, then the keys the code defines at the revision under review. `<rev>` is 
`$HEAD_REF`, or
+nothing in audit mode. The second command reads definitions that span two 
lines, expands
+`createExecEnabledConfig`, and leaves out deprecated alternative names and 
unexpanded templates:
+
+```bash
+perl -ne 'print "$1\n" while /(spark\.comet\.[\w.<>]*[\w>])/g' "$ADDED" | sort 
-u
+git grep -h -A1 -P '\b(conf|ConfigBuilder|createExecEnabledConfig)\(' <rev> -- 
spark/src/main contrib \
+  | perl -0777 -ne '
+      while (/\b(?:conf|ConfigBuilder)\(\s*s?"([^"]+)"/g) {
+        ($k = $1) =~ s/\$\{?COMET_EXEC_CONFIG_PREFIX\}?/spark.comet.exec/;
+        $k =~ s/\$\{?COMET_PREFIX\}?/spark.comet/;
+        print "$k\n" if $k =~ /^spark\.comet\./ && $k !~ /\$/;
+      }
+      while (/\bcreateExecEnabledConfig\(\s*"([^"]+)"/g) { print 
"spark.comet.exec.$1.enabled\n" }' \
+  | sort -u
+```
+
+If the second command prints nothing, it is broken: stop and report that, 
rather than flagging every
+key. Some keys are built from a name at run time:
+
+- `spark.comet.expression.<Name>.enabled` and `.allowIncompatible`: `<Name>` 
is the Spark expression
+  class name, as in the `QueryPlanSerde` serde maps, not a Comet or protobuf 
name. Some expressions
+  use their own opt-in key instead, set by `nativeOptInConfigKeyOverride`, 
such as
+  `spark.comet.caseConversion.enabled`.
+- `spark.comet.operator.<Name>.allowIncompatible`: `<Name>` is the Spark 
operator class name, such as
+  `ProjectExec`.
+- `spark.comet.datafusion.<key>`: not a Comet config. Comet passes it to 
DataFusion only when
+  `spark.comet.exec.respectDataFusionConfigs=true`, which is off by default. 
Check the key against
+  DataFusion.
+
+Before reporting a missing key, search the code for it, because a few keys are 
defined in other
+ways, such as `spark.comet.version` in `Plugins.scala`. A deprecated key that 
a page still uses is a
+finding (`P16`).
+
+**Operator names.** Check operator names against `O1`, class names against 
`O2`, and expressions
+against `O4`. List the concrete operator classes and the classes that override 
their printed name:
+
+```bash
+git grep -h -o -P 'case class (Comet|Iceberg)[A-Za-z]+Exec\b' <rev> -- 
spark/src/main contrib | sort -u
+git grep -n -P 'override (def|val|lazy val) (nodeName|simpleString)' <rev> -- 
spark/src/main contrib
+```
+
+`spark/src/main` includes the per-Spark-version source directories. If the 
first command prints
+nothing, it is broken: stop and report that. A class's `nodeName` is its name 
without `Exec`, unless
+it overrides `nodeName`. Compare each name in the text with these, as `O1` 
describes, not with a rule
+about suffixes. When the page is an operator reference, also report concrete 
operators that it
+leaves out. Leave out planning markers such as `CometScanExec`, which never 
appear in a final plan,
+and contrib operators, which belong on their contrib page.
+
+**Links and images.** For each link or image in the text, inline or 
reference-style
+(`[text]: target`):
+
+- A Markdown link or image path under `docs/source` is relative to the page, 
or to `docs/source` when
+  it starts with `/`. Check that the file exists at the revision under review. 
A raw HTML link to a

Review Comment:
   Fixed in 6ef1f41d2. Links, anchors, toctrees, and headings are now checked 
with a Sphinx build of the base and head.



##########
.ai/skills/review-comet-docs/SKILL.md:
##########
@@ -0,0 +1,322 @@
+---
+name: review-comet-docs
+description: Use when reviewing the documentation in a DataFusion Comet pull 
request or branch, or when auditing an existing page or directory under 
docs/source or README.md. Checks wording against the documentation style guide 
and checks that config keys, operator names, links, images and generated 
content match the code. Advisory only, it never edits files or posts comments. 
Load alongside review-comet-pr when a PR changes docs.
+argument-hint: <pr-number | branch | docs-path>
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+Review Comet docs: $ARGUMENTS
+
+Pick the mode from the argument:
+
+- **PR mode**: a number. Review the docs a pull request changes.
+- **Audit mode**: a file or directory that exists in the working tree. Review 
it as it is now.
+- **Branch mode**: a branch, tag, or commit that `git rev-parse --verify` 
accepts. Review what it
+  changes compared with `main`, for example before opening a PR. Otherwise, 
ask which one is meant.
+
+In PR mode, **REQUIRED BACKGROUND:** use `review-comet-pr` for its steps 2 to 
4 (PR metadata,
+existing comments, and the diff) and its CI check. This skill only covers 
documentation.
+
+This skill gives advice to a human. Never edit files, commit, push, or post 
comments.
+
+**Shell notes.** Run every command from the repository root. Each tool call 
may start a new shell,
+so save the variables you set and load them again in later calls:
+
+```bash
+STATE="$(git rev-parse --git-dir)/review-comet-docs.env"
+printf 'R=%s\nHEAD_REF=%s\nBASE=%s\nADDED=%s\n' "$R" "$HEAD_REF" "$BASE" 
"$ADDED" > "$STATE"
+. "$STATE"
+```
+
+In zsh, `$HEAD_REF:spark/...` is read as a history modifier, so always write 
`"${HEAD_REF}:<path>"`.
+
+## 1. Select the Revisions
+
+Find the remote that points at `apache/datafusion-comet`, because its name 
differs between clones:
+
+```bash
+R=$(git remote -v | awk '/apache\/datafusion-comet(\.git)? \(fetch\)/ {print 
$1; exit}')
+```
+
+If `R` is empty, use `https://github.com/apache/datafusion-comet.git` in its 
place.
+
+**PR mode.** Read the base branch and changed files, then fetch the base and 
the head without
+touching the working tree. The leading `+` lets the fetch replace a ref after 
a force push.
+
+```bash
+gh pr view <pr> --repo apache/datafusion-comet --json 
baseRefName,headRefOid,files
+git fetch "$R" "+refs/heads/<base>:refs/review/base-<pr>" 
"+pull/<pr>/head:refs/review/pr-<pr>"
+HEAD_REF=refs/review/pr-<pr>; BASE=$(git merge-base refs/review/base-<pr> 
"$HEAD_REF")
+```
+
+Check that `git rev-parse "$HEAD_REF"` equals `headRefOid`. If it does not, 
the PR changed while you
+fetched it: run both commands again, at most twice.
+
+**Branch mode.** Fetch `main` the same way, then compare with it:
+
+```bash
+git fetch "$R" "+refs/heads/main:refs/review/main"
+HEAD_REF=<branch>; BASE=$(git merge-base refs/review/main "$HEAD_REF")
+```
+
+**Audit mode.** There is no base. List the files, including new files that are 
not committed yet,
+and search them with `--untracked`:
+
+```bash
+git ls-files --cached --others --exclude-standard -- <path>
+```
+
+In PR and branch mode, read every file, including linked pages and the code a 
claim describes, from
+`$HEAD_REF`. If `git rev-list --count "$BASE"..refs/review/base-<pr>` (or 
`..refs/review/main`) is
+not zero, `main` has moved since the change branched. Check the claims against 
`main` too, and report
+what has changed there.
+
+## 2. Read the Style Guide
+
+Read `docs/source/contributor-guide/style_guide.md` in full on every run. If 
the change edits the
+guide, read its version with `git show 
"${HEAD_REF}:docs/source/contributor-guide/style_guide.md"`.
+Otherwise, read it from the working tree. If the file does not exist, stop and 
say so.
+
+The guide is the rulebook, and its first section says what it covers. Cite its 
rule IDs (`T3`, `N1`,
+`P16`, and so on), and do not restate or reinterpret its rules here. If the 
guide and this skill
+disagree, the guide wins.
+
+## 3. Select the Files
+
+In PR and branch mode, `<paths>` below means these changed files:
+
+- `.md` and `.rst` files under `docs/source`, and `README.md`;
+- files that change `.doc(...)` strings in `CometConf.scala` or in contrib 
config classes;
+- files that change doc comments (Scaladoc, Javadoc, and Rust `///` comments);
+- `AGENTS.md` and `.ai/skills/**/SKILL.md`.
+
+For doc comments, `AGENTS.md`, and skills, check the vocabulary and accuracy 
rules the guide names
+for them, not the page conventions. Check the changed lines and the paragraphs 
around them, not the
+whole page. Report a problem in unchanged text only when the change makes it 
wrong, or list it
+separately as already on the page. Also read the code diff for the behavior 
the changed docs
+describe, because docs are usually only as accurate as the code change beside 
them.
+
+In every mode:
+
+- Skip the content the guide's **Generated Content** section lists as 
generated or as records.
+  Review the hand-written text around the generated markers. Text between the 
markers that differs
+  from what `GenerateDocs` produces is a hand edit, and a finding (`P5`).
+- Do the judgment checks in step 5 for at most 10 pages per run. List any 
pages you skipped so the
+  user can run the skill again on them.
+
+## 4. Mechanical Checks
+
+These checks produce candidates, not findings. Read each hit in context before 
reporting it. For the
+wording checks, ignore hits inside fenced code blocks, inline code, quoted 
plan output or logs, and
+text that quotes a phrase in order to discuss it (`N6`), such as the style 
guide's own examples. The
+accuracy checks still apply to code font: config keys, operator names, and 
code examples are usually
+written that way. For each check, record what it checked, the number of hits, 
and how many of them
+are findings.
+
+Use `git grep -P` or `perl`, as written. The system `grep` on macOS has no 
`-P`, and `git grep -E`
+does not support `\b`, so it silently finds nothing. Plain `\b` also misses 
Markdown italics such as
+`_native execution_`, because `_` counts as a word character, so the patterns 
below use lookarounds.
+
+**Lines to check.** In PR and branch mode, list the added lines with their 
file and line number, and
+run the line checks below on this list only. In audit mode, run the line 
checks on the files with

Review Comment:
   Fixed in 6ef1f41d2. Links, anchors, toctrees, and headings are now checked 
with a Sphinx build of the base and head.



##########
.ai/skills/review-comet-docs/SKILL.md:
##########
@@ -0,0 +1,322 @@
+---
+name: review-comet-docs
+description: Use when reviewing the documentation in a DataFusion Comet pull 
request or branch, or when auditing an existing page or directory under 
docs/source or README.md. Checks wording against the documentation style guide 
and checks that config keys, operator names, links, images and generated 
content match the code. Advisory only, it never edits files or posts comments. 
Load alongside review-comet-pr when a PR changes docs.
+argument-hint: <pr-number | branch | docs-path>
+---
+
+<!--
+Licensed to the Apache Software Foundation (ASF) under one
+or more contributor license agreements.  See the NOTICE file
+distributed with this work for additional information
+regarding copyright ownership.  The ASF licenses this file
+to you under the Apache License, Version 2.0 (the
+"License"); you may not use this file except in compliance
+with the License.  You may obtain a copy of the License at
+
+  http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing,
+software distributed under the License is distributed on an
+"AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+KIND, either express or implied.  See the License for the
+specific language governing permissions and limitations
+under the License.
+-->
+
+Review Comet docs: $ARGUMENTS
+
+Pick the mode from the argument:
+
+- **PR mode**: a number. Review the docs a pull request changes.
+- **Audit mode**: a file or directory that exists in the working tree. Review 
it as it is now.
+- **Branch mode**: a branch, tag, or commit that `git rev-parse --verify` 
accepts. Review what it
+  changes compared with `main`, for example before opening a PR. Otherwise, 
ask which one is meant.
+
+In PR mode, **REQUIRED BACKGROUND:** use `review-comet-pr` for its steps 2 to 
4 (PR metadata,
+existing comments, and the diff) and its CI check. This skill only covers 
documentation.
+
+This skill gives advice to a human. Never edit files, commit, push, or post 
comments.
+
+**Shell notes.** Run every command from the repository root. Each tool call 
may start a new shell,
+so save the variables you set and load them again in later calls:
+
+```bash
+STATE="$(git rev-parse --git-dir)/review-comet-docs.env"
+printf 'R=%s\nHEAD_REF=%s\nBASE=%s\nADDED=%s\n' "$R" "$HEAD_REF" "$BASE" 
"$ADDED" > "$STATE"
+. "$STATE"
+```
+
+In zsh, `$HEAD_REF:spark/...` is read as a history modifier, so always write 
`"${HEAD_REF}:<path>"`.
+
+## 1. Select the Revisions
+
+Find the remote that points at `apache/datafusion-comet`, because its name 
differs between clones:
+
+```bash
+R=$(git remote -v | awk '/apache\/datafusion-comet(\.git)? \(fetch\)/ {print 
$1; exit}')
+```
+
+If `R` is empty, use `https://github.com/apache/datafusion-comet.git` in its 
place.
+
+**PR mode.** Read the base branch and changed files, then fetch the base and 
the head without
+touching the working tree. The leading `+` lets the fetch replace a ref after 
a force push.
+
+```bash
+gh pr view <pr> --repo apache/datafusion-comet --json 
baseRefName,headRefOid,files
+git fetch "$R" "+refs/heads/<base>:refs/review/base-<pr>" 
"+pull/<pr>/head:refs/review/pr-<pr>"
+HEAD_REF=refs/review/pr-<pr>; BASE=$(git merge-base refs/review/base-<pr> 
"$HEAD_REF")
+```
+
+Check that `git rev-parse "$HEAD_REF"` equals `headRefOid`. If it does not, 
the PR changed while you
+fetched it: run both commands again, at most twice.
+
+**Branch mode.** Fetch `main` the same way, then compare with it:
+
+```bash
+git fetch "$R" "+refs/heads/main:refs/review/main"
+HEAD_REF=<branch>; BASE=$(git merge-base refs/review/main "$HEAD_REF")
+```
+
+**Audit mode.** There is no base. List the files, including new files that are 
not committed yet,
+and search them with `--untracked`:
+
+```bash
+git ls-files --cached --others --exclude-standard -- <path>
+```
+
+In PR and branch mode, read every file, including linked pages and the code a 
claim describes, from
+`$HEAD_REF`. If `git rev-list --count "$BASE"..refs/review/base-<pr>` (or 
`..refs/review/main`) is
+not zero, `main` has moved since the change branched. Check the claims against 
`main` too, and report
+what has changed there.
+
+## 2. Read the Style Guide
+
+Read `docs/source/contributor-guide/style_guide.md` in full on every run. If 
the change edits the
+guide, read its version with `git show 
"${HEAD_REF}:docs/source/contributor-guide/style_guide.md"`.
+Otherwise, read it from the working tree. If the file does not exist, stop and 
say so.
+
+The guide is the rulebook, and its first section says what it covers. Cite its 
rule IDs (`T3`, `N1`,
+`P16`, and so on), and do not restate or reinterpret its rules here. If the 
guide and this skill
+disagree, the guide wins.
+
+## 3. Select the Files
+
+In PR and branch mode, `<paths>` below means these changed files:
+
+- `.md` and `.rst` files under `docs/source`, and `README.md`;
+- files that change `.doc(...)` strings in `CometConf.scala` or in contrib 
config classes;
+- files that change doc comments (Scaladoc, Javadoc, and Rust `///` comments);
+- `AGENTS.md` and `.ai/skills/**/SKILL.md`.
+
+For doc comments, `AGENTS.md`, and skills, check the vocabulary and accuracy 
rules the guide names
+for them, not the page conventions. Check the changed lines and the paragraphs 
around them, not the
+whole page. Report a problem in unchanged text only when the change makes it 
wrong, or list it
+separately as already on the page. Also read the code diff for the behavior 
the changed docs
+describe, because docs are usually only as accurate as the code change beside 
them.
+
+In every mode:
+
+- Skip the content the guide's **Generated Content** section lists as 
generated or as records.
+  Review the hand-written text around the generated markers. Text between the 
markers that differs
+  from what `GenerateDocs` produces is a hand edit, and a finding (`P5`).
+- Do the judgment checks in step 5 for at most 10 pages per run. List any 
pages you skipped so the
+  user can run the skill again on them.
+
+## 4. Mechanical Checks
+
+These checks produce candidates, not findings. Read each hit in context before 
reporting it. For the
+wording checks, ignore hits inside fenced code blocks, inline code, quoted 
plan output or logs, and
+text that quotes a phrase in order to discuss it (`N6`), such as the style 
guide's own examples. The
+accuracy checks still apply to code font: config keys, operator names, and 
code examples are usually
+written that way. For each check, record what it checked, the number of hits, 
and how many of them
+are findings.
+
+Use `git grep -P` or `perl`, as written. The system `grep` on macOS has no 
`-P`, and `git grep -E`
+does not support `\b`, so it silently finds nothing. Plain `\b` also misses 
Markdown italics such as
+`_native execution_`, because `_` counts as a word character, so the patterns 
below use lookarounds.
+
+**Lines to check.** In PR and branch mode, list the added lines with their 
file and line number, and
+run the line checks below on this list only. In audit mode, run the line 
checks on the files with
+`git grep -n --untracked`.
+
+```bash
+ADDED=$(mktemp "$(git rev-parse --git-dir)/review-added.XXXXXX")
+git diff --no-ext-diff --src-prefix=a/ --dst-prefix=b/ -U0 "$BASE" "$HEAD_REF" 
-- <paths> \
+  | awk '/^--- /{h=1; next}
+         h && /^\+\+\+ b\//{f=substr($0,7); sub(/\t$/,"",f); h=0; next}
+         /^@@/{h=0; split($3,a,/[+,]/); n=a[2]; next}
+         /^\+/{print f":"n": "substr($0,2); n++}' > "$ADDED"
+```
+
+**"Native" and "vectorized".** Check each hit against `N1`-`N6` and `T10`. 
Which page the hit is on
+matters, because `N3` allows more in the contributor guide:
+
+```bash
+perl -ne 'print if /^.+?:\d+: 
.*(?:(?<![A-Za-z0-9])native(?:ly)?(?![A-Za-z0-9])|vectori[sz]ed)/i' "$ADDED"
+git grep -n -i --untracked -P 
'(?<![A-Za-z0-9])native(ly)?(?![A-Za-z0-9])|vectori[sz]ed' -- <files>   # audit
+```
+
+**Config keys.** Every `spark.comet.*` key a page names must exist (`P13`). 
List the keys the text
+names, then the keys the code defines at the revision under review. `<rev>` is 
`$HEAD_REF`, or
+nothing in audit mode. The second command reads definitions that span two 
lines, expands
+`createExecEnabledConfig`, and leaves out deprecated alternative names and 
unexpanded templates:
+
+```bash
+perl -ne 'print "$1\n" while /(spark\.comet\.[\w.<>]*[\w>])/g' "$ADDED" | sort 
-u
+git grep -h -A1 -P '\b(conf|ConfigBuilder|createExecEnabledConfig)\(' <rev> -- 
spark/src/main contrib \
+  | perl -0777 -ne '
+      while (/\b(?:conf|ConfigBuilder)\(\s*s?"([^"]+)"/g) {
+        ($k = $1) =~ s/\$\{?COMET_EXEC_CONFIG_PREFIX\}?/spark.comet.exec/;
+        $k =~ s/\$\{?COMET_PREFIX\}?/spark.comet/;
+        print "$k\n" if $k =~ /^spark\.comet\./ && $k !~ /\$/;
+      }
+      while (/\bcreateExecEnabledConfig\(\s*"([^"]+)"/g) { print 
"spark.comet.exec.$1.enabled\n" }' \
+  | sort -u
+```
+
+If the second command prints nothing, it is broken: stop and report that, 
rather than flagging every
+key. Some keys are built from a name at run time:
+
+- `spark.comet.expression.<Name>.enabled` and `.allowIncompatible`: `<Name>` 
is the Spark expression
+  class name, as in the `QueryPlanSerde` serde maps, not a Comet or protobuf 
name. Some expressions
+  use their own opt-in key instead, set by `nativeOptInConfigKeyOverride`, 
such as
+  `spark.comet.caseConversion.enabled`.
+- `spark.comet.operator.<Name>.allowIncompatible`: `<Name>` is the Spark 
operator class name, such as
+  `ProjectExec`.
+- `spark.comet.datafusion.<key>`: not a Comet config. Comet passes it to 
DataFusion only when
+  `spark.comet.exec.respectDataFusionConfigs=true`, which is off by default. 
Check the key against
+  DataFusion.
+
+Before reporting a missing key, search the code for it, because a few keys are 
defined in other
+ways, such as `spark.comet.version` in `Plugins.scala`. A deprecated key that 
a page still uses is a
+finding (`P16`).
+
+**Operator names.** Check operator names against `O1`, class names against 
`O2`, and expressions
+against `O4`. List the concrete operator classes and the classes that override 
their printed name:
+
+```bash
+git grep -h -o -P 'case class (Comet|Iceberg)[A-Za-z]+Exec\b' <rev> -- 
spark/src/main contrib | sort -u
+git grep -n -P 'override (def|val|lazy val) (nodeName|simpleString)' <rev> -- 
spark/src/main contrib
+```
+
+`spark/src/main` includes the per-Spark-version source directories. If the 
first command prints
+nothing, it is broken: stop and report that. A class's `nodeName` is its name 
without `Exec`, unless
+it overrides `nodeName`. Compare each name in the text with these, as `O1` 
describes, not with a rule
+about suffixes. When the page is an operator reference, also report concrete 
operators that it
+leaves out. Leave out planning markers such as `CometScanExec`, which never 
appear in a final plan,
+and contrib operators, which belong on their contrib page.
+
+**Links and images.** For each link or image in the text, inline or 
reference-style
+(`[text]: target`):
+
+- A Markdown link or image path under `docs/source` is relative to the page, 
or to `docs/source` when
+  it starts with `/`. Check that the file exists at the revision under review. 
A raw HTML link to a
+  `.html` page, or a link with no extension, refers to the `.md` or `.rst` 
source of the same name.
+- An `#anchor` must match a target on that page: an explicit label, or a 
heading slug. MyST makes
+  slugs for H1-H4 headings by lowercasing the text, turning each space into 
`-`, and removing
+  everything except letters, digits, `_`, and `-`. A repeated heading gets a 
numbered suffix.
+- A link to Comet's published docs by URL breaks `P4` on pages under 
`docs/source`, but not in
+  `README.md`.
+- For external links on the lines under review (at most 20 in audit mode), 
check the status with
+  `curl -s -o /dev/null -w '%{http_code}' -I -L --max-time 10 <url>`. Report a 
404 as a finding. If
+  the request fails or the network is unavailable, say the link was not 
checked.
+
+**Structure.** Check for one H1 and no skipped heading levels (`P2`), the ASF 
header on new files
+(`P1`), and new pages missing from a toctree (`P6`). The heading command skips 
fenced code, where
+`#` starts a shell comment. Read the file with `git show 
"${HEAD_REF}:<file>"`, or from the working
+tree in audit mode:
+
+````bash
+git show "${HEAD_REF}:<file>" | awk '/^[[:space:]]*(```|~~~)/{f=!f; next} !f 
&& /^#{1,6} /{print FNR": "$0}'
+git grep -n '<page-name>' <rev> -- 'docs/source/*.md' 'docs/source/*.rst'

Review Comment:
   Fixed in 6ef1f41d2. Links, anchors, toctrees, and headings are now checked 
with a Sphinx build of the base and head.



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