diff --git a/README.md b/README.md
index 21a7c532ee277d64275d98a9510ef2a0d659a1ca..135d1107b498866adea27fd864a6b7b83e860a13 100644
--- a/README.md
+++ b/README.md
@@ -1011,8 +1011,8 @@ An index of public materials for building agent environments. Each row points to
 
 ## For agents
 
-- Pick sources from `meta/catalog.parquet` (one row per source, about 50 KB; do not download `meta/` whole, `meta/duplicates.parquet` is about 4 GB). Columns: `source`; `domain`, a list of codes D1 to D10 or leaves such as D3.5, or `multi`, `unclassified`; `form`, such as `test-suites` or `spreadsheets-with-answers`; `units` (a unit is one test case or one workbook; a raw corpus has one unit per row), `answers` (units that have an answer, the expected results kept apart) and `files` (files of every role); `language` (the language codes of the rows' labels, what the default profile filters on; `not recorded` when a row has none); `contamination.level` (`not scanned` when no comparison is recorded for the source); `license.ship`; `pii.level`; `distinct_bytes` (distinct content) and `bytes` (referenced, the sum over rows). The vocabulary is `meta/vocabulary.json`: every domain code with its name, what it covers and its parent, and every form with what it means.
-- Size of this release: Referenced: 4.13 PB, the sum of `size_bytes` over the rows, so content that several rows point to counts once per row. 247,031,491 rows have no size and are not in that number. Distinct content (referenced minus the sizes of the rows `meta/duplicates.parquet` lists as duplicates) is not recorded for this release yet.
+- Pick sources from `meta/catalog.parquet` (one row per source, about 50 KB; do not download `meta/` whole). Columns: `source`; `domain`, a list of codes D1 to D10 or leaves such as D3.5, or `multi`, `unclassified`; `form`, such as `test-suites` or `spreadsheets-with-answers`; `units` (a unit is one test case or one workbook; a raw corpus has one unit per row), `answers` (units that have an answer, the expected results kept apart) and `files` (files of every role); `language` (the language codes of the rows' labels, what the default profile filters on; `not recorded` when a row has none); `contamination.level` (`not scanned` when no comparison is recorded for the source); `license.ship`; `pii.level`; `distinct_bytes` (distinct content) and `bytes` (referenced, the sum over rows). The vocabulary is `meta/vocabulary.json`: every domain code with its name, what it covers and its parent, and every form with what it means.
+- Size of this release: Referenced: 4.13 PB, the sum of `size_bytes` over the rows, so content that several rows point to counts once per row. 247,031,491 rows have no size and are not in that number. Distinct content (referenced minus the sizes of the rows that repeat another row's content) is not recorded for this release yet.
 - Task-ready sources are collections whose rows carry the roles unit, companion and answer (`answers` above 0, or `units` below `files`): each unit comes with its expected results. Every other source is a raw corpus to mine, one unit per row.
 - Fetch with one command: `uv run https://huggingface.co/datasets/Battam/agentic-env-index/resolve/main/tools/fetch.py --domain D3 --form spreadsheets-with-answers --sample 3 --out ./data`. Without uv: `pip install duckdb`, download `tools/fetch.py` and run it with `python`. Select with `--source`, `--domain`, `--form`, `--tag`, `--ext`; `--sample N` takes N units per source, `--dry-run` only counts and writes `_meta/fetch_manifest.jsonl` with one line per file of the selection (status selected, removed with the criterion in removed_by, or not_taken), as many lines as the files the summary counts.
 - It pins the commit it reads and prints it; pass `--revision <commit>` to get the same files later. A name that does not exist stops with exit code 2 and the closest names.
@@ -1032,21 +1032,21 @@ An index of public materials for building agent environments. Each row points to
 
 ## Size
 
-1,104,764,094 rows from 196 sources. Referenced: 4.13 PB, the sum of `size_bytes` over the rows, so content that several rows point to counts once per row. 247,031,491 rows have no size and are not in that number. Distinct content (referenced minus the sizes of the rows `meta/duplicates.parquet` lists as duplicates) is not recorded for this release yet.
+1,104,764,094 rows from 196 sources. Referenced: 4.13 PB, the sum of `size_bytes` over the rows, so content that several rows point to counts once per row. 247,031,491 rows have no size and are not in that number. Distinct content (referenced minus the sizes of the rows that repeat another row's content) is not recorded for this release yet.
 
 ## How fresh
 
-Latest release: `release-2026-10-27.2` (its newest CHANGELOG entry is dated 2026-10-25). Releases were published on 10 days from 2026-10-03, where the commit history read for this page begins, to 2026-10-25.
+Latest release: `release-2026-10-28.1` (its newest CHANGELOG entry is dated 2026-10-25). Releases were published on 10 days from 2026-10-03, where the commit history read for this page begins, to 2026-10-25.
 
 ## Quick start
 
-Every example is pinned to the release tag `release-2026-10-27.2`, so that it gives the same rows later. Each release gets its own tag, named after its day and its number on that day; to see newer rows, put a later tag (listed under the repository's tags) in its place. The queries use [DuckDB](https://duckdb.org/) with its `hf://` paths.
+Every example is pinned to the release tag `release-2026-10-28.1`, so that it gives the same rows later. Each release gets its own tag, named after its day and its number on that day; to see newer rows, put a later tag (listed under the repository's tags) in its place. The queries use [DuckDB](https://duckdb.org/) with its `hf://` paths.
 
 1. Choose sources by what you need, from the one-row-per-source catalog:
 
 ```sql
 SELECT source, title, units, answers, files, top_types, license.tier AS license_tier, needs_auth
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/meta/catalog.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/meta/catalog.parquet'
 WHERE needs_auth = 'no' AND license.tier IN ('permissive', 'share-alike')
 ORDER BY files DESC;
 ```
@@ -1055,7 +1055,7 @@ ORDER BY files DESC;
 
 ```sql
 SELECT source, title, domain, form, files
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/meta/catalog.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/meta/catalog.parquet'
 WHERE list_contains(domain, 'D1.6') AND form = 'test-suites'
 ORDER BY files DESC;
 ```
@@ -1064,7 +1064,7 @@ ORDER BY files DESC;
 
 ```sql
 SELECT uri, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/if-archive/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/if-archive/*/*.parquet'
 WHERE ext = 'pdf' AND size_bytes BETWEEN 100000 AND 5000000
 ORDER BY size_bytes LIMIT 20;
 ```
@@ -1072,11 +1072,11 @@ ORDER BY size_bytes LIMIT 20;
 4. Fetch one file and check its hash:
 
 ```sh
-duckdb -csv -noheader -c "SELECT uri, lower(hex(sha256)) FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/if-archive/*/*.parquet' WHERE ext = 'pdf' AND sha256 IS NOT NULL LIMIT 1" \
+duckdb -csv -noheader -c "SELECT uri, lower(hex(sha256)) FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/if-archive/*/*.parquet' WHERE ext = 'pdf' AND sha256 IS NOT NULL LIMIT 1" \
   | { IFS=, read -r uri sha; curl -sSL -o one.file "$uri"; echo "$sha  one.file" | sha256sum -c; }
 ```
 
-`tools/fetch.py --revision release-2026-10-27.2` does the same for many rows at once: it selects by source, domain, form, type, collection tag, license tier and size, applies the default profile of the section For agents, and checks each download against the size and hashes in its row.
+`tools/fetch.py --revision release-2026-10-28.1` does the same for many rows at once: it selects by source, domain, form, type, collection tag, license tier and size, applies the default profile of the section For agents, and checks each download against the size and hashes in its row.
 
 ## Repository layout
 
@@ -1086,7 +1086,6 @@ duckdb -csv -noheader -c "SELECT uri, lower(hex(sha256)) FROM 'hf://datasets/Bat
 - [`meta/sources.json`](meta/sources.json): per-source details: description, license per batch, layout, counts by type and size.
 - [`meta/coverage.json`](meta/coverage.json): totals by license tier, source, unit, size and tag.
 - [`meta/batches.parquet`](meta/batches.parquet): one row per batch with its license tiers.
-- [`meta/duplicates.parquet`](meta/duplicates.parquet): rows that duplicate another row (about 4 GB; to choose sources you need only `meta/catalog.parquet`, and `tools/fetch.py` reads only the rows of the sources you select).
 - [`meta/tags.parquet`](meta/tags.parquet): which rows belong to which collection tag.
 - [`meta/bench_overlap.parquet`](meta/bench_overlap.parquet): rows that match public benchmark tasks, in the data files compared with the key version named in `meta/projection.json` (bench_keys); the section For agents says how many sources were compared.
 - [`meta/bench_checked.parquet`](meta/bench_checked.parquet): the data files compared with the benchmark list; a row whose data file is not listed was not compared.
@@ -1360,7 +1359,7 @@ Columns of `meta/catalog.parquet` (one row per source). `domain` and `form` come
 
 How to read the table:
 
-- **Rows** counts pointers in this release. **Distinct size** is the source's distinct content: its **Referenced size** minus the sizes of its rows that `meta/duplicates.parquet` lists as duplicates (`unknown` while the release records no such sizes). **Referenced size** is the sum over rows: it adds the sizes of the rows that have one, once per row; `unknown size` means no row of the source has a size, and `+ N rows of unknown size` counts the rows without one, which are in neither size. A size that was not measured is never written as 0.
+- **Rows** counts pointers in this release. **Distinct size** is the source's distinct content: its **Referenced size** minus the sizes of its rows that repeat another row's content (the same hash; one copy of each content is kept, in the first source by registry order; `unknown` while the release records no such sizes). **Referenced size** is the sum over rows: it adds the sizes of the rows that have one, once per row; `unknown size` means no row of the source has a size, and `+ N rows of unknown size` counts the rows without one, which are in neither size. A size that was not measured is never written as 0.
 - **License tier** groups each source's license by what it allows:
   - `permissive`: use, training and redistribution allowed with at most attribution (for example MIT, Apache-2.0, CC-BY-4.0, CC0-1.0).
   - `share-alike`: allowed, but copies and derived files keep the same license (for example GPL, CC-BY-SA).
diff --git a/cards/ansible-galaxy-collections.md b/cards/ansible-galaxy-collections.md
index 79dc20fa74f9fb477d09320cefd1dcde25e25e89..f325a18aa31a00a9cf6ade98988f806f69ac9828 100644
--- a/cards/ansible-galaxy-collections.md
+++ b/cards/ansible-galaxy-collections.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/ansible-galaxy-collections/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/ansible-galaxy-collections/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/apache-arrow-testing.md b/cards/apache-arrow-testing.md
index 9bab831e1d5b56b1cc237db92535557001ae916c..d0cec0d8a992bbf2d9b538646feea1c982c26937 100644
--- a/cards/apache-arrow-testing.md
+++ b/cards/apache-arrow-testing.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/apache-arrow-testing/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/apache-arrow-testing/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/apache-jira.md b/cards/apache-jira.md
index d190651fadebd2bddc49a9bc8f1cd9802d4672c6..e238e43d8f9704ec382ad26738ee03d8512e0a01 100644
--- a/cards/apache-jira.md
+++ b/cards/apache-jira.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 3 B, 50% 511 B, 90% 2.05 KB, 99%
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/apache-jira/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/apache-jira/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/aquasecurity-trivy-checks.md b/cards/aquasecurity-trivy-checks.md
index 64edcc954fc5fc001637d1297c915b50516e9c8e..7ce29b4867b61fe5068c709cec5d65ed7bc8c980 100644
--- a/cards/aquasecurity-trivy-checks.md
+++ b/cards/aquasecurity-trivy-checks.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/aquasecurity-trivy-checks/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/aquasecurity-trivy-checks/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/arquivo-pt.md b/cards/arquivo-pt.md
index f59784ca1b18781320c56b29d8178da7b068be9c..8424ea80e141f2434bc65086364149f56bafc572 100644
--- a/cards/arquivo-pt.md
+++ b/cards/arquivo-pt.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 32.8 KB, 50% 262 KB, 90% 4.19 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/arquivo-pt/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/arquivo-pt/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/artifact-hub-helm-charts.md b/cards/artifact-hub-helm-charts.md
index 8303e819b694b0ae7c20256fb8f5bd8842e0c467..5af3cd73fc244a118afd0f1c1f06317fb1663210 100644
--- a/cards/artifact-hub-helm-charts.md
+++ b/cards/artifact-hub-helm-charts.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/artifact-hub-helm-charts/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/artifact-hub-helm-charts/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/arxiv-source.md b/cards/arxiv-source.md
index 24d3d2e4f109d745a06e3dd1e0ecee70b879c80f..d3991200da2e6c42f2b08de06b9244fa082b7956 100644
--- a/cards/arxiv-source.md
+++ b/cards/arxiv-source.md
@@ -46,11 +46,11 @@ Size of one row, upper bounds by quantile: 10% 32.8 KB, 50% 524 KB, 90% 8.39 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/arxiv-source/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/arxiv-source/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/asciinema.md b/cards/asciinema.md
index 1cb481fe13df7d6ab4a23f46583139f43a93e742..1943019edf38ce7c3fc336985df719938658436c 100644
--- a/cards/asciinema.md
+++ b/cards/asciinema.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 16.4 KB, 90% 16.8 MB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/asciinema/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/asciinema/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/australia-government-workbooks-cc-by-2.5-au.md b/cards/australia-government-workbooks-cc-by-2.5-au.md
index a8c18b752dc5dc8dc03eda966ffe5b26caf9b468..d7e507bf406ef28b418564c1b7e5b9d0b96505fe 100644
--- a/cards/australia-government-workbooks-cc-by-2.5-au.md
+++ b/cards/australia-government-workbooks-cc-by-2.5-au.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/australia-government-workbooks-cc-by-2.5-au/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/australia-government-workbooks-cc-by-2.5-au/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/bioinformatics-public-archives.md b/cards/bioinformatics-public-archives.md
index a946856d1964cf878b103100ca41e1a2ee096f34..db1f670c66fe05c06ac6b74b8570b2d5e21d1693 100644
--- a/cards/bioinformatics-public-archives.md
+++ b/cards/bioinformatics-public-archives.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 262 KB, 50% 16.8 MB, 90% 537 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/bioinformatics-public-archives/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/bioinformatics-public-archives/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/borealis-dataverse-workbooks-cc-by.md b/cards/borealis-dataverse-workbooks-cc-by.md
index 4f7b3e483baef21fec894606b0c82d340a3d076a..356766c387cf7b3e45a47ea87972b11cfa8dd238 100644
--- a/cards/borealis-dataverse-workbooks-cc-by.md
+++ b/cards/borealis-dataverse-workbooks-cc-by.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/borealis-dataverse-workbooks-cc-by/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/borealis-dataverse-workbooks-cc-by/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/borealis-dataverse-workbooks-cc0.md b/cards/borealis-dataverse-workbooks-cc0.md
index 650bdb7b4da72737b4d557d2fc02311d6f47ecba..0ee0f48d181413f0210772adde95afefe51ba947 100644
--- a/cards/borealis-dataverse-workbooks-cc0.md
+++ b/cards/borealis-dataverse-workbooks-cc0.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/borealis-dataverse-workbooks-cc0/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/borealis-dataverse-workbooks-cc0/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/cel-spec-conformance.md b/cards/cel-spec-conformance.md
index e7f82f111722b5ecb5163703e76c2debb0c0297f..f3367c6e55be8bf52c32ae1e7c7fd953fa8cc7b1 100644
--- a/cards/cel-spec-conformance.md
+++ b/cards/cel-spec-conformance.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/cel-spec-conformance/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/cel-spec-conformance/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/centos-cbs-build-logs.md b/cards/centos-cbs-build-logs.md
index 0cf3d38e86faea1a3c4612b04d383c2101bd5e7b..c08abd401ef31ff94e6d0e8f5d7d66298af8e501 100644
--- a/cards/centos-cbs-build-logs.md
+++ b/cards/centos-cbs-build-logs.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 16.4 KB, 50% 65.5 KB, 90% 8.39 MB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/centos-cbs-build-logs/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/centos-cbs-build-logs/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/chainsaw-hunt-tests.md b/cards/chainsaw-hunt-tests.md
index 48d6073df5aa0a98c59f3127465999d405dfe9d5..cb967c9a57340c245af8cc9b5d8decf0acf15bee 100644
--- a/cards/chainsaw-hunt-tests.md
+++ b/cards/chainsaw-hunt-tests.md
@@ -48,11 +48,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/chainsaw-hunt-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/chainsaw-hunt-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/checkmarx-kics-queries.md b/cards/checkmarx-kics-queries.md
index ad2e74c05142f94b4bbc9cd35f16953ed7175723..87a4038e5740de742c0b678fed3b75a096e44f54 100644
--- a/cards/checkmarx-kics-queries.md
+++ b/cards/checkmarx-kics-queries.md
@@ -48,11 +48,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/checkmarx-kics-queries/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/checkmarx-kics-queries/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/chromium-luci-builds.md b/cards/chromium-luci-builds.md
index b19af830a9934470b6d629b817f87294a0edcc72..098bdc726658cfe833bda84a69bf6be3c37e87e2 100644
--- a/cards/chromium-luci-builds.md
+++ b/cards/chromium-luci-builds.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/chromium-luci-builds/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/chromium-luci-builds/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/common-crawl.md b/cards/common-crawl.md
index df46bce7090d7c0d0cf070110d9c0449b8674f1c..295186bab1a82d9dd15e2f0c77a75e84325be70e 100644
--- a/cards/common-crawl.md
+++ b/cards/common-crawl.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 2.05 KB, 50% 262 KB, 90% 4.19 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/common-crawl/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/common-crawl/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/commonmark-spec.md b/cards/commonmark-spec.md
index c2f14eaa6cfd2502acffed97726ee1cabcf84174..bcc5965f8b6ee4aa603cae3eb10576fca8b4b010 100644
--- a/cards/commonmark-spec.md
+++ b/cards/commonmark-spec.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/commonmark-spec/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/commonmark-spec/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/conda-forge-packages.md b/cards/conda-forge-packages.md
index 7193e8f012c1dd8699bdf4b456e530ee120025ad..5078b6cc541751565e0b5e0c022cd2e90bc5a7a4 100644
--- a/cards/conda-forge-packages.md
+++ b/cards/conda-forge-packages.md
@@ -45,11 +45,11 @@ Size of one row, upper bounds by quantile: 10% 32.8 KB, 50% 1.05 MB, 90% 16.8 MB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/conda-forge-packages/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/conda-forge-packages/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/cpan-distributions.md b/cards/cpan-distributions.md
index 56e1b942cb837fd2f9db74ff41ea1c8993d5561b..8d76912082d7b9b3da32f935df9425762dc74b0e 100644
--- a/cards/cpan-distributions.md
+++ b/cards/cpan-distributions.md
@@ -51,11 +51,11 @@ Size of one row, upper bounds by quantile: 10% 8.19 KB, 50% 32.8 KB, 90% 262 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/cpan-distributions/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/cpan-distributions/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/cran.md b/cards/cran.md
index 6be5e1e903c2ea0de4947fddf7cccc4efe85ba4a..92c86e6ba79fd8951786e8ab4a92ebc90660fd2f 100644
--- a/cards/cran.md
+++ b/cards/cran.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 16.4 KB, 50% 262 KB, 90% 4.19 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/cran/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/cran/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/crates-io.md b/cards/crates-io.md
index c91aa8424ed5dbe2a71ea076b2ae0ea2ebc76c7c..944f257a0efdfb09706a162211648a0e2413e5f1 100644
--- a/cards/crates-io.md
+++ b/cards/crates-io.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 8.19 KB, 50% 32.8 KB, 90% 524 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/crates-io/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/crates-io/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/crosswalk-reproduction-repro.md b/cards/crosswalk-reproduction-repro.md
index 3a122738dd5379dd8dd4c5f30ef281c9dac1b652..71923e912116b7fb96fcc36a42a5f5a1ff4f0302 100644
--- a/cards/crosswalk-reproduction-repro.md
+++ b/cards/crosswalk-reproduction-repro.md
@@ -49,11 +49,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/crosswalk-reproduction-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/crosswalk-reproduction-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/csplib.md b/cards/csplib.md
index eb16f301274e68aec7736027e47990d71ff3b6cc..9823305f373fbe99abd5b47d9518e20399725cb6 100644
--- a/cards/csplib.md
+++ b/cards/csplib.md
@@ -45,11 +45,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/csplib/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/csplib/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/ctftime.md b/cards/ctftime.md
index 846c4046b50e316583f161c5faa6e18a6c6cc07f..3d132bd747c74dc096a7dddcbda90d28f9f2b0b2 100644
--- a/cards/ctftime.md
+++ b/cards/ctftime.md
@@ -47,11 +47,11 @@ Size of one row, upper bounds by quantile: 10% 1.02 KB, 50% 2.05 KB, 90% 32.8 KB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/ctftime/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/ctftime/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/data-gov-uk-workbooks-noassertion.md b/cards/data-gov-uk-workbooks-noassertion.md
index 43ed981abded5075a5c51b6de423bbfe4d7bc257..ff4e9567a5d3d3a9adc61bd4986ca6b25e80cd8c 100644
--- a/cards/data-gov-uk-workbooks-noassertion.md
+++ b/cards/data-gov-uk-workbooks-noassertion.md
@@ -48,11 +48,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/data-gov-uk-workbooks-noassertion/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/data-gov-uk-workbooks-noassertion/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/data-gov-uk-workbooks.md b/cards/data-gov-uk-workbooks.md
index d1a7ff0ad8d449b5a4e343d110f647fdc186e669..942cd222e3daa170b67828a3eeead71165512f05 100644
--- a/cards/data-gov-uk-workbooks.md
+++ b/cards/data-gov-uk-workbooks.md
@@ -48,11 +48,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/data-gov-uk-workbooks/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/data-gov-uk-workbooks/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/datacite-dois.md b/cards/datacite-dois.md
index 93f488c14e27778daa1a0afc2b2d316c8897ec04..3a7b24a3c7e9e42462b8f8574c771fea748c0e27 100644
--- a/cards/datacite-dois.md
+++ b/cards/datacite-dois.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 65.5 KB, 50% 8.39 MB, 90% 2.15 GB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/datacite-dois/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/datacite-dois/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/dataversenl-workbooks-cc-by.md b/cards/dataversenl-workbooks-cc-by.md
index 3b7665ae33b8e1e53f541e383f0e4821a2038dd2..09dc6f139052e80969fc4d5d49f998aaa4f9ac44 100644
--- a/cards/dataversenl-workbooks-cc-by.md
+++ b/cards/dataversenl-workbooks-cc-by.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/dataversenl-workbooks-cc-by/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/dataversenl-workbooks-cc-by/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/dataversenl-workbooks-cc0.md b/cards/dataversenl-workbooks-cc0.md
index 1e01baf1967075c4525201253cba11dd6c510065..62e54f425d484ec43db5e75923527576a1ff1bb8 100644
--- a/cards/dataversenl-workbooks-cc0.md
+++ b/cards/dataversenl-workbooks-cc0.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/dataversenl-workbooks-cc0/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/dataversenl-workbooks-cc0/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/dataverseno-workbooks-cc0.md b/cards/dataverseno-workbooks-cc0.md
index 1dd88e018d49535deb6370bf6c72798b6a44dd90..a30e86b60b3e4ff42fe8ce095b5d9e0485635761 100644
--- a/cards/dataverseno-workbooks-cc0.md
+++ b/cards/dataverseno-workbooks-cc0.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/dataverseno-workbooks-cc0/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/dataverseno-workbooks-cc0/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/dbt-date-integration-tests.md b/cards/dbt-date-integration-tests.md
index 2bad0e9dac9a7ebc99dbcaab9c596da6c7055eb7..555f1543c590f4d2e1eb7fd0dfa058b45f4ad116 100644
--- a/cards/dbt-date-integration-tests.md
+++ b/cards/dbt-date-integration-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/dbt-date-integration-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/dbt-date-integration-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/dbt-expectations-integration-tests.md b/cards/dbt-expectations-integration-tests.md
index d5a7bf359580be2deb7568274e51251dcd55e893..afcea794331f861d1b0354eb750bf09fc4159d0d 100644
--- a/cards/dbt-expectations-integration-tests.md
+++ b/cards/dbt-expectations-integration-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/dbt-expectations-integration-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/dbt-expectations-integration-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/dbt-jaffle-shop-duckdb.md b/cards/dbt-jaffle-shop-duckdb.md
index 0f502367f06d17ca8ea2e0fe1029c853b339ce94..9c921b4d85a4f6dd0c97fad37d12f6b2c9ce7c20 100644
--- a/cards/dbt-jaffle-shop-duckdb.md
+++ b/cards/dbt-jaffle-shop-duckdb.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/dbt-jaffle-shop-duckdb/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/dbt-jaffle-shop-duckdb/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/debian-bugs.md b/cards/debian-bugs.md
index 92690286dd8772203bcb701a4805b14e7e4e7d03..eeefe19dd17df775c6255a37ef498395004ed51f 100644
--- a/cards/debian-bugs.md
+++ b/cards/debian-bugs.md
@@ -45,11 +45,11 @@ Size of one row, upper bounds by quantile: 10% 511 B, 50% 4.09 KB, 90% 131 KB, 9
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/debian-bugs/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/debian-bugs/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/debian-sources.md b/cards/debian-sources.md
index 7aba2801ea4a76beb5e62f26c2ea6ba47361edbf..ae3a344d02ef89f36c8c008c8f23a4f95a8b8bad 100644
--- a/cards/debian-sources.md
+++ b/cards/debian-sources.md
@@ -48,11 +48,11 @@ Size of one row, upper bounds by quantile: 10% 2.05 KB, 50% 4.09 KB, 90% 524 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/debian-sources/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/debian-sources/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/debian-ubuntu-binary-packages.md b/cards/debian-ubuntu-binary-packages.md
index 8921cd28d2ac62590e223ad249c75a939f0ff83d..745cea0b1263dd8761a2c39da9e2f08e7fa824af 100644
--- a/cards/debian-ubuntu-binary-packages.md
+++ b/cards/debian-ubuntu-binary-packages.md
@@ -45,11 +45,11 @@ Size of one row, upper bounds by quantile: 10% 8.19 KB, 50% 131 KB, 90% 4.19 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/debian-ubuntu-binary-packages/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/debian-ubuntu-binary-packages/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/deepbluecli.md b/cards/deepbluecli.md
index e0d8531df5619175056bf15a55cd970d267b1740..a2485fad436ff4b39ca0a628fd4e7dcc42a54b84 100644
--- a/cards/deepbluecli.md
+++ b/cards/deepbluecli.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/deepbluecli/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/deepbluecli/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/dftt-deleted-files.md b/cards/dftt-deleted-files.md
index 1d50aeeed1b39ec947545807492cd56569913d75..ad02dfc5d75f6750fe0a6988b6d152aed723b2ed 100644
--- a/cards/dftt-deleted-files.md
+++ b/cards/dftt-deleted-files.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/dftt-deleted-files/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/dftt-deleted-files/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/discourse-forums.md b/cards/discourse-forums.md
index b5b68505fb6933454c5d9cef914ccd99d0a4aa78..a99b00828c2314af1e05d33da1f790f98c9cd037 100644
--- a/cards/discourse-forums.md
+++ b/cards/discourse-forums.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 127 B, 50% 511 B, 90% 2.05 KB, 99
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/discourse-forums/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/discourse-forums/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/docker-hub.md b/cards/docker-hub.md
index 0061d4aa4218e4a281cf2c6fbad3735d9ff2d868..fd1798e91f07024cb4772a7144417cb0480cf86f 100644
--- a/cards/docker-hub.md
+++ b/cards/docker-hub.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 16.8 MB, 50% 268 MB, 90% 1.07 GB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/docker-hub/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/docker-hub/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/duckdb-sqllogictest.md b/cards/duckdb-sqllogictest.md
index fff48f0fcf7533d9ee35da6297a3737115f6a384..5514eda8d65daf4e9cecffd50854bf7ead3e2408 100644
--- a/cards/duckdb-sqllogictest.md
+++ b/cards/duckdb-sqllogictest.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/duckdb-sqllogictest/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/duckdb-sqllogictest/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/dvn-fvhlgg-repro.md b/cards/dvn-fvhlgg-repro.md
index a9c2ac789a90088f08e5dbc456c2d49432245a46..756996fb280bb6264d39c3063403501d346c9103 100644
--- a/cards/dvn-fvhlgg-repro.md
+++ b/cards/dvn-fvhlgg-repro.md
@@ -49,11 +49,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/dvn-fvhlgg-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/dvn-fvhlgg-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/dvn-tkoea1-repro.md b/cards/dvn-tkoea1-repro.md
index c5d856b5836293e2d950464802e9e65978820c95..544655d3fcea2261fa19932338b378d3284c7d43 100644
--- a/cards/dvn-tkoea1-repro.md
+++ b/cards/dvn-tkoea1-repro.md
@@ -49,11 +49,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/dvn-tkoea1-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/dvn-tkoea1-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/e2fsprogs-fsck-cases.md b/cards/e2fsprogs-fsck-cases.md
index 04bccab608d13479937bae71722ff6748c558f42..6887af7f0b280a4b187a364151ddd145e80ee5cc 100644
--- a/cards/e2fsprogs-fsck-cases.md
+++ b/cards/e2fsprogs-fsck-cases.md
@@ -48,11 +48,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/e2fsprogs-fsck-cases/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/e2fsprogs-fsck-cases/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/egov-japan-data.md b/cards/egov-japan-data.md
index ab29858cc72c13fdf56f33c354711ac673a7bbc4..b13e011886eb40a87a3b60b87961cb06c12d2b07 100644
--- a/cards/egov-japan-data.md
+++ b/cards/egov-japan-data.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 8.19 KB, 50% 65.5 KB, 90% 524 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/egov-japan-data/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/egov-japan-data/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/end-of-term-web-archive.md b/cards/end-of-term-web-archive.md
index 778cc8a9062647294fc04453da3d928591e713dc..5e335b6ce847665fc4e09013867bdda7c0a2cb59 100644
--- a/cards/end-of-term-web-archive.md
+++ b/cards/end-of-term-web-archive.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 2.05 KB, 50% 16.4 KB, 90% 524 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/end-of-term-web-archive/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/end-of-term-web-archive/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/enron-spreadsheets-emails.md b/cards/enron-spreadsheets-emails.md
index 5face52104673074987171efcbe46691e729c50a..2b2ce6afa838a216e10fd0b6b8991da7eb824620 100644
--- a/cards/enron-spreadsheets-emails.md
+++ b/cards/enron-spreadsheets-emails.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 1.07 GB, 50% 1.07 GB, 90% 1.07 GB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/enron-spreadsheets-emails/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/enron-spreadsheets-emails/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/eu-cellar-documents.md b/cards/eu-cellar-documents.md
index afd5ddaac977458c78352fb827baadc910fced7d..d528019d34c7c6f6a53b20235f5e66e65c428382 100644
--- a/cards/eu-cellar-documents.md
+++ b/cards/eu-cellar-documents.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 8.19 KB, 50% 65.5 KB, 90% 1.05 MB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/eu-cellar-documents/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/eu-cellar-documents/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/eu-institution-workbooks-cc-by.md b/cards/eu-institution-workbooks-cc-by.md
index bd248b20930b63370916c25ba3fc7522571ca733..6bc40bbbc3f0a561fc04a400d1e3ec9593589905 100644
--- a/cards/eu-institution-workbooks-cc-by.md
+++ b/cards/eu-institution-workbooks-cc-by.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/eu-institution-workbooks-cc-by/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/eu-institution-workbooks-cc-by/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/european-parliament-plenary.md b/cards/european-parliament-plenary.md
index 3b8d74fe06c137a5a7e95c5630fdd3de55562d68..8048d72d37c31e1c00339eb7f9e3fb1c00a703cc 100644
--- a/cards/european-parliament-plenary.md
+++ b/cards/european-parliament-plenary.md
@@ -52,11 +52,11 @@ Size of one row, upper bounds by quantile: 10% 2.05 KB, 50% 65.5 KB, 90% 262 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/european-parliament-plenary/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/european-parliament-plenary/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/evidential-deep-learning-repro.md b/cards/evidential-deep-learning-repro.md
index e91894a2b6def6d835fb8fbd058517342efa28e3..05c8e7a064b9c6ae57b8e1a10f764e379d5fc5b0 100644
--- a/cards/evidential-deep-learning-repro.md
+++ b/cards/evidential-deep-learning-repro.md
@@ -52,11 +52,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/evidential-deep-learning-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/evidential-deep-learning-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/evtx-attack-samples.md b/cards/evtx-attack-samples.md
index a5af3c7befe3879ed83d7f5f01e6672cd484216f..647c418d494d19f9a627048e86671d587c88354f 100644
--- a/cards/evtx-attack-samples.md
+++ b/cards/evtx-attack-samples.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/evtx-attack-samples/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/evtx-attack-samples/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/evtx-to-mitre-attack.md b/cards/evtx-to-mitre-attack.md
index 4c5346cd572550301db2d2cdf85e4cc8552b4daa..dc05b8f74fc038dde437853845f1337d7d16917e 100644
--- a/cards/evtx-to-mitre-attack.md
+++ b/cards/evtx-to-mitre-attack.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/evtx-to-mitre-attack/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/evtx-to-mitre-attack/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/f-droid-apps.md b/cards/f-droid-apps.md
index ce57d1a8a7b1a1c72203b57b2fe05e0c142a12ec..f7d1356efdd629d64c3dc51dc99ac8d56dfb61ca 100644
--- a/cards/f-droid-apps.md
+++ b/cards/f-droid-apps.md
@@ -46,11 +46,11 @@ Size of one row, upper bounds by quantile: 10% 1.05 MB, 50% 8.39 MB, 90% 134 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/f-droid-apps/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/f-droid-apps/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/fact-ai-dawlau-repro.md b/cards/fact-ai-dawlau-repro.md
index 5e51eabff30d690ab242606ae40198bbfd3d450e..1857a5a400af798cf6a39e4a365d1b82efc5962b 100644
--- a/cards/fact-ai-dawlau-repro.md
+++ b/cards/fact-ai-dawlau-repro.md
@@ -54,11 +54,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/fact-ai-dawlau-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/fact-ai-dawlau-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/fact-ai-imandrealombardo-repro.md b/cards/fact-ai-imandrealombardo-repro.md
index c0f56b4035b952d2c8bbfda8b2291390c2feb0df..ea9a2a141f5d6accbdee1fabfb21d4091d2c34a4 100644
--- a/cards/fact-ai-imandrealombardo-repro.md
+++ b/cards/fact-ai-imandrealombardo-repro.md
@@ -51,11 +51,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/fact-ai-imandrealombardo-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/fact-ai-imandrealombardo-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/fail2ban-filter-tests.md b/cards/fail2ban-filter-tests.md
index d5193e1b032a34e74bc3a1c8fa936c35fe47b857..257e7de55da2c3a2cbfa5a6cd57266c914d5b56a 100644
--- a/cards/fail2ban-filter-tests.md
+++ b/cards/fail2ban-filter-tests.md
@@ -45,11 +45,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/fail2ban-filter-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/fail2ban-filter-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/fairness-attacks-repro.md b/cards/fairness-attacks-repro.md
index 67df4962ccffab0afba0e963d2b8a464dd4b115f..03a338f89e48d95abfffba632d37124ff1b9a758 100644
--- a/cards/fairness-attacks-repro.md
+++ b/cards/fairness-attacks-repro.md
@@ -50,11 +50,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/fairness-attacks-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/fairness-attacks-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/fatcat-files.md b/cards/fatcat-files.md
index 93fb7cd497a21af007d996df35e9d266ff8ece53..b0b6c2bb03f512b666e983b79987464f055242c6 100644
--- a/cards/fatcat-files.md
+++ b/cards/fatcat-files.md
@@ -52,11 +52,11 @@ Size of one row, upper bounds by quantile: 10% 131 KB, 50% 1.05 MB, 90% 4.19 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/fatcat-files/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/fatcat-files/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/fedora-koji-build-logs.md b/cards/fedora-koji-build-logs.md
index f21550b73f45c92d811798e57b1a264813c247dc..5ca39884c918555dce19338e6818a0e48d2d9619 100644
--- a/cards/fedora-koji-build-logs.md
+++ b/cards/fedora-koji-build-logs.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 32.8 KB, 50% 131 KB, 90% 2.10 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/fedora-koji-build-logs/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/fedora-koji-build-logs/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/freebsd-bugzilla.md b/cards/freebsd-bugzilla.md
index 18e2a12628f1a86c28b0154e0ecb14d2c1b8cc20..060ec40c88b01b60d31dec16e68e10b4b56bbba3 100644
--- a/cards/freebsd-bugzilla.md
+++ b/cards/freebsd-bugzilla.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 511 B, 50% 2.05 KB, 90% 16.4 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/freebsd-bugzilla/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/freebsd-bugzilla/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/fuse-spreadsheets-common-crawl.md b/cards/fuse-spreadsheets-common-crawl.md
index 3d2126c2ced498563ad567c150023f4bd56c56b1..349f1cd2532ad10daf34beb4c9fa3f97139197fc 100644
--- a/cards/fuse-spreadsheets-common-crawl.md
+++ b/cards/fuse-spreadsheets-common-crawl.md
@@ -46,11 +46,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 8.19 KB, 90% 131 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/fuse-spreadsheets-common-crawl/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/fuse-spreadsheets-common-crawl/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/fuse-spreadsheets.md b/cards/fuse-spreadsheets.md
index 7c9087d2cefad6f1f1ca2a4ec16d3434e0210ae0..66b6e8005f4acbaeee804121b21c71427be473e4 100644
--- a/cards/fuse-spreadsheets.md
+++ b/cards/fuse-spreadsheets.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 17.2 GB, 50% 17.2 GB, 90% 17.2 GB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/fuse-spreadsheets/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/fuse-spreadsheets/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/gcc-bugzilla.md b/cards/gcc-bugzilla.md
index e92011fcd35f6b8b28130c869f5d0c4d7848130e..59201501b94ab613656a396e318ee9af00565950 100644
--- a/cards/gcc-bugzilla.md
+++ b/cards/gcc-bugzilla.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 1.02 KB, 50% 4.09 KB, 90% 32.8 KB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/gcc-bugzilla/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/gcc-bugzilla/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/gcc-c-torture-execute.md b/cards/gcc-c-torture-execute.md
index 8240714707531949fbd009dbc781b4f690b04dcc..b7202678ca99949fca8f3e6d76ccce534cabad85 100644
--- a/cards/gcc-c-torture-execute.md
+++ b/cards/gcc-c-torture-execute.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/gcc-c-torture-execute/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/gcc-c-torture-execute/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/gcc-c-torture.md b/cards/gcc-c-torture.md
index 400dc23fdc3b61eb655fc114c3fe2392e9a8b822..df26a470cc4a4282652fef9b957ee6717c599008 100644
--- a/cards/gcc-c-torture.md
+++ b/cards/gcc-c-torture.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/gcc-c-torture/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/gcc-c-torture/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/gh-archive-hourly.md b/cards/gh-archive-hourly.md
index e6f4d0d9dd35b6e30f2e4028882455358c089ba3..2520221d7bd19c5dd38ac6ae6aa38957c72302b2 100644
--- a/cards/gh-archive-hourly.md
+++ b/cards/gh-archive-hourly.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 2.10 MB, 50% 33.6 MB, 90% 134 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/gh-archive-hourly/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/gh-archive-hourly/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/github-codeql-query-tests.md b/cards/github-codeql-query-tests.md
index e9fbaa8b838acaa90e2a33dbea6d832354710cae..47ab745466f15927103d6c25f34e099cbae5c259 100644
--- a/cards/github-codeql-query-tests.md
+++ b/cards/github-codeql-query-tests.md
@@ -48,11 +48,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/github-codeql-query-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/github-codeql-query-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/github-gap-language-repos.md b/cards/github-gap-language-repos.md
index d800fa105f1ef66e51da6ecab9488831e3254ddc..26af4b90a6e113b13242eade426a6382da8c38a4 100644
--- a/cards/github-gap-language-repos.md
+++ b/cards/github-gap-language-repos.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 127 B, 50% 4.09 KB, 90% 65.5 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/github-gap-language-repos/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/github-gap-language-repos/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/github-release-assets.md b/cards/github-release-assets.md
index af3ac1f77c98fe8a828f6f1a128f4e6fc7a96445..29a0c81f4c8fb0ae0a3ef75cdf6fa25a8822cdd3 100644
--- a/cards/github-release-assets.md
+++ b/cards/github-release-assets.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 511 B, 50% 1.05 MB, 90% 134 MB, 9
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/github-release-assets/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/github-release-assets/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/go-module-proxy-zips.md b/cards/go-module-proxy-zips.md
index a693b91ce8de107942d57e4dacb84f44a95c8a7d..c6081122edaec2e7075e22e529c62a88af85fbe9 100644
--- a/cards/go-module-proxy-zips.md
+++ b/cards/go-module-proxy-zips.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/go-module-proxy-zips/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/go-module-proxy-zips/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/go-test-dir.md b/cards/go-test-dir.md
index 8660ddae5ba85e48cae532e228e39e205e5bc633..f5eb3c801502334c1b452f0e97abe018adebe3d3 100644
--- a/cards/go-test-dir.md
+++ b/cards/go-test-dir.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/go-test-dir/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/go-test-dir/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/go-test-ken.md b/cards/go-test-ken.md
index 801371c0ac38651044379817144554c181870243..c5cbc87f42f64276790a00cd2158edb31048abda 100644
--- a/cards/go-test-ken.md
+++ b/cards/go-test-ken.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/go-test-ken/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/go-test-ken/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/google-python-class.md b/cards/google-python-class.md
index 3da28f813e2a7870f98e8b530cefb8271324ee91..9455ff78f9b5d055f6c45e3568dc33c568d45994 100644
--- a/cards/google-python-class.md
+++ b/cards/google-python-class.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/google-python-class/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/google-python-class/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/govdocs1-files.md b/cards/govdocs1-files.md
index 5975585401ec29293eddc5f2d325bfe9b8e71f84..ddbbeaf48db6931d8e87a39b3ec651621032a0b9 100644
--- a/cards/govdocs1-files.md
+++ b/cards/govdocs1-files.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 8.19 KB, 50% 65.5 KB, 90% 1.05 MB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/govdocs1-files/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/govdocs1-files/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/govdocs1.md b/cards/govdocs1.md
index 8cafcab00ffe663fea5f17734ea68e45d3dfc9e6..0467fd2b203143923a16aa611e7fb3f9a92f64f7 100644
--- a/cards/govdocs1.md
+++ b/cards/govdocs1.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 268 MB, 50% 537 MB, 90% 537 MB, 9
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/govdocs1/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/govdocs1/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/govinfo-bulk-data.md b/cards/govinfo-bulk-data.md
index 920356ff4efc0c7ecba9fbad744c7ad8a4de1fe3..989fc57f08d9ffebddb0948ac5306675d2403ebf 100644
--- a/cards/govinfo-bulk-data.md
+++ b/cards/govinfo-bulk-data.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 8.19 KB, 90% 65.5 KB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/govinfo-bulk-data/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/govinfo-bulk-data/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/hackage-packages.md b/cards/hackage-packages.md
index a51b43fda94689698b779ebae4a30b75e6ed8756..1ee8fdb8a053e4443bfc7757213c98e9d92c9438 100644
--- a/cards/hackage-packages.md
+++ b/cards/hackage-packages.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 16.4 KB, 90% 131 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/hackage-packages/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/hackage-packages/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/hacker-news-threads.md b/cards/hacker-news-threads.md
index d5e586a6331879b842dceddf4904a8bfe53e1fe8..31bfa3acfcd1580964a2f5b0b69fce8154cb340a 100644
--- a/cards/hacker-news-threads.md
+++ b/cards/hacker-news-threads.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/hacker-news-threads/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/hacker-news-threads/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/hamiltonian-nn-repro.md b/cards/hamiltonian-nn-repro.md
index 6e4fd92e2c68ad6c67ca6a4d699c52928305dc32..92a5940e32392f2f789be395ff85a06a39ea970b 100644
--- a/cards/hamiltonian-nn-repro.md
+++ b/cards/hamiltonian-nn-repro.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/hamiltonian-nn-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/hamiltonian-nn-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/harvard-dataverse.md b/cards/harvard-dataverse.md
index e0693276f0908a3bc136e26cf527aec963eef449..cd4e59186346abb429b9efb8723e4552fefab036 100644
--- a/cards/harvard-dataverse.md
+++ b/cards/harvard-dataverse.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 524 KB, 90% 67.1 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/harvard-dataverse/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/harvard-dataverse/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/hdx-workbooks-cc-by-3.0-igo.md b/cards/hdx-workbooks-cc-by-3.0-igo.md
index 8acd2736ad8e573a7dde12bdbcaf8c8d34a69d9e..b8591edc6d35bef88e3abb12cc520e9405dc2a1c 100644
--- a/cards/hdx-workbooks-cc-by-3.0-igo.md
+++ b/cards/hdx-workbooks-cc-by-3.0-igo.md
@@ -48,11 +48,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/hdx-workbooks-cc-by-3.0-igo/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/hdx-workbooks-cc-by-3.0-igo/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/hdx-workbooks-cc-by-4.0.md b/cards/hdx-workbooks-cc-by-4.0.md
index c07ead9ba8a07ab2002e60ecfdcad534bb4cf81b..7f6f8d3a26ed8ce14f965560ddbd36fe0ae39cac 100644
--- a/cards/hdx-workbooks-cc-by-4.0.md
+++ b/cards/hdx-workbooks-cc-by-4.0.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/hdx-workbooks-cc-by-4.0/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/hdx-workbooks-cc-by-4.0/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/hdx-workbooks-cc0.md b/cards/hdx-workbooks-cc0.md
index 38217019381c8c94895e4d78ea644c86d3a3c581..75dbbd2c55b290841762b19950d16c13e29269a5 100644
--- a/cards/hdx-workbooks-cc0.md
+++ b/cards/hdx-workbooks-cc0.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/hdx-workbooks-cc0/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/hdx-workbooks-cc0/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/hdx-workbooks-odbl.md b/cards/hdx-workbooks-odbl.md
index 98691564974e4df64470d5bd7131cf7ef7aa72f0..bb7cf2469c45d040e426145f9e233066e255fe16 100644
--- a/cards/hdx-workbooks-odbl.md
+++ b/cards/hdx-workbooks-odbl.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/hdx-workbooks-odbl/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/hdx-workbooks-odbl/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/hf-lora-adapter-runs.md b/cards/hf-lora-adapter-runs.md
index 480ae1e0be420b2c72f31f43caca63632b1fe955..ad5f8e79c6715354b41614a30b677c4d141698e6 100644
--- a/cards/hf-lora-adapter-runs.md
+++ b/cards/hf-lora-adapter-runs.md
@@ -50,11 +50,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/hf-lora-adapter-runs/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/hf-lora-adapter-runs/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/hf-peft-adapter-runs.md b/cards/hf-peft-adapter-runs.md
index 121328c8653566bd967f3367592ffaddd60d0488..9a9646ff156640fbef8b4ec94e568ad8b5f359fb 100644
--- a/cards/hf-peft-adapter-runs.md
+++ b/cards/hf-peft-adapter-runs.md
@@ -50,11 +50,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/hf-peft-adapter-runs/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/hf-peft-adapter-runs/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/hf-small-model-runs.md b/cards/hf-small-model-runs.md
index 7e5741e9ca73b8aaf357047ff8bebd9f7ad98e88..856fada8eee25d65e931a357aa93b8e8f6e8cadf 100644
--- a/cards/hf-small-model-runs.md
+++ b/cards/hf-small-model-runs.md
@@ -50,11 +50,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/hf-small-model-runs/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/hf-small-model-runs/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/homebrew-packages.md b/cards/homebrew-packages.md
index 1a39fe9fa814567f0edec558d1050a77e95c06a6..61db88baa3475dc85a128cf5f74462d9c777f5fe 100644
--- a/cards/homebrew-packages.md
+++ b/cards/homebrew-packages.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 65.5 KB, 50% 2.10 MB, 90% 33.6 MB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/homebrew-packages/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/homebrew-packages/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/html5lib-tests.md b/cards/html5lib-tests.md
index 083c6e7ddc57f1ce903b2aa9d034dbfd78d94d80..deed1765c1c7f017139a1a10f99586d4ef0afd30 100644
--- a/cards/html5lib-tests.md
+++ b/cards/html5lib-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/html5lib-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/html5lib-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/hyperkitty-mailing-list-archives.md b/cards/hyperkitty-mailing-list-archives.md
index e618a2db95df5c275b2203004472289f586884cc..85ba46ae6c11cd539d2c56378858f54dfc0923cc 100644
--- a/cards/hyperkitty-mailing-list-archives.md
+++ b/cards/hyperkitty-mailing-list-archives.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/hyperkitty-mailing-list-archives/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/hyperkitty-mailing-list-archives/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/icarus-verilog-ivtest-blif-regression.md b/cards/icarus-verilog-ivtest-blif-regression.md
index ec4b0594867faad9bdebb4e3bb4f8568cc63b99b..812c9b87a7fc3fdae4e8e7b093d38168e365cd31 100644
--- a/cards/icarus-verilog-ivtest-blif-regression.md
+++ b/cards/icarus-verilog-ivtest-blif-regression.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/icarus-verilog-ivtest-blif-regression/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/icarus-verilog-ivtest-blif-regression/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/if-archive.md b/cards/if-archive.md
index 179fa8815cf36cdfe832795d3af69c4ea7e4e7d7..c53548a527e25b3479148837832de8312ec1f8be 100644
--- a/cards/if-archive.md
+++ b/cards/if-archive.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 131 KB, 90% 2.10 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/if-archive/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/if-archive/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/internet-archive-open-licensed.md b/cards/internet-archive-open-licensed.md
index 8bd7e6c8e0d41803a8b90ffcd52836e0caced071..44ea076f1506672d02cdbd84496249aaac937562 100644
--- a/cards/internet-archive-open-licensed.md
+++ b/cards/internet-archive-open-licensed.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 511 B, 50% 65.5 KB, 90% 16.8 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/internet-archive-open-licensed/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/internet-archive-open-licensed/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/jq-test-files.md b/cards/jq-test-files.md
index bee20f7a0565e726e686a36bcfd3cfc66bf14883..6260f01b11b2cf8fe3b70437f919bf575274ea2e 100644
--- a/cards/jq-test-files.md
+++ b/cards/jq-test-files.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/jq-test-files/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/jq-test-files/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/json-patch-tests.md b/cards/json-patch-tests.md
index 435824dc68b8ec9422bde0e0d0f21ebe8f6dc12f..767e6f16c4b22fe651d8ac397a37d7e8009c457f 100644
--- a/cards/json-patch-tests.md
+++ b/cards/json-patch-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/json-patch-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/json-patch-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/json-schema-test-suite.md b/cards/json-schema-test-suite.md
index 0c81757fc42b95334d93fb0938995ecc365d1d8a..1c671fa8f77642b818f7b544e916a12f233946bd 100644
--- a/cards/json-schema-test-suite.md
+++ b/cards/json-schema-test-suite.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/json-schema-test-suite/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/json-schema-test-suite/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/jsonpath-cts.md b/cards/jsonpath-cts.md
index fa16b816d24173037e9f1b3b5a60ad0d77a41a85..180a2137cbaaf0fa0f0f83ce9ecd2abc5389383b 100644
--- a/cards/jsonpath-cts.md
+++ b/cards/jsonpath-cts.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/jsonpath-cts/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/jsonpath-cts/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/kaggle-file-listings.md b/cards/kaggle-file-listings.md
index f66da6577d9f002331177cc0486c45b699d6550b..74f278f263313efb0a6177ecee288d42901773b8 100644
--- a/cards/kaggle-file-listings.md
+++ b/cards/kaggle-file-listings.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 2.05 KB, 50% 524 KB, 90% 1.05 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/kaggle-file-listings/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/kaggle-file-listings/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/kattis-problemtools-examples.md b/cards/kattis-problemtools-examples.md
index afd93a39519e03e7fbd69833c6e15c690be2f332..7f95f5b4a7615275a47961f4c5d89f69da54d300 100644
--- a/cards/kattis-problemtools-examples.md
+++ b/cards/kattis-problemtools-examples.md
@@ -54,11 +54,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/kattis-problemtools-examples/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/kattis-problemtools-examples/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/kde-webkit-gentoo-bugzilla.md b/cards/kde-webkit-gentoo-bugzilla.md
index 17266c4ae46d9f010195ca6c160818cf8288166e..78e0ba5483331178b555c6a14b4212ae85ce0a9d 100644
--- a/cards/kde-webkit-gentoo-bugzilla.md
+++ b/cards/kde-webkit-gentoo-bugzilla.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 511 B, 50% 4.09 KB, 90% 131 KB, 9
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/kde-webkit-gentoo-bugzilla/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/kde-webkit-gentoo-bugzilla/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/kernel-bugzilla.md b/cards/kernel-bugzilla.md
index 36b03edde9bc61efde7a35bc0e431578647e09e1..8812e6cfe32c377ff5287190d8f20218c60511d2 100644
--- a/cards/kernel-bugzilla.md
+++ b/cards/kernel-bugzilla.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 1.02 KB, 50% 8.19 KB, 90% 131 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/kernel-bugzilla/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/kernel-bugzilla/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/kotlin-codegen-box.md b/cards/kotlin-codegen-box.md
index fef42cdebb17f76efc5d1651e9545e3c702034e9..53a71bde88de4cf28f11169e77a7a7d5ad62c627 100644
--- a/cards/kotlin-codegen-box.md
+++ b/cards/kotlin-codegen-box.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/kotlin-codegen-box/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/kotlin-codegen-box/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/kotlin-koans-edu.md b/cards/kotlin-koans-edu.md
index 5fb6dbab2b54f6af4c80cbc50f328560a3c16ffe..f7c9a7201a5b39c034927f91ae735c0c9b3e9b18 100644
--- a/cards/kotlin-koans-edu.md
+++ b/cards/kotlin-koans-edu.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/kotlin-koans-edu/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/kotlin-koans-edu/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/launchpad-ubuntu-bugs.md b/cards/launchpad-ubuntu-bugs.md
index 2c2a1069cabcf6a4a5e41d4736d89a9250a880e6..dc36e9479e08db11ba12e8b2e952cab460e3d846 100644
--- a/cards/launchpad-ubuntu-bugs.md
+++ b/cards/launchpad-ubuntu-bugs.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 127 B, 50% 511 B, 90% 2.05 KB, 99
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/launchpad-ubuntu-bugs/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/launchpad-ubuntu-bugs/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/lean-toolchains-and-packages.md b/cards/lean-toolchains-and-packages.md
index 95ada53b4f4f5a9b1eada60a94a150347c3415a3..b681bec1a3690c73f4d8afdebaca64c050685887 100644
--- a/cards/lean-toolchains-and-packages.md
+++ b/cards/lean-toolchains-and-packages.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 262 KB, 50% 134 MB, 90% 1.07 GB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/lean-toolchains-and-packages/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/lean-toolchains-and-packages/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/learn-go-with-tests.md b/cards/learn-go-with-tests.md
index 49e8a4ee41b3988e602882b7bad772c97cfe0449..98e268bc578b069579630a9016baa3773c53a0fa 100644
--- a/cards/learn-go-with-tests.md
+++ b/cards/learn-go-with-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/learn-go-with-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/learn-go-with-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/libinjection-tests.md b/cards/libinjection-tests.md
index e3d5164e7a2eb3a16d8429745309edb16a423702..35f2a4a2ca9750d4f6a4e6a955312503f9848326 100644
--- a/cards/libinjection-tests.md
+++ b/cards/libinjection-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/libinjection-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/libinjection-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/libreoffice-bugzilla.md b/cards/libreoffice-bugzilla.md
index 054277e8a84b66fa8c074e20d8b91c5fdd3fd170..f6c4e9b6d3323330b0f79b78888eb37d95410583 100644
--- a/cards/libreoffice-bugzilla.md
+++ b/cards/libreoffice-bugzilla.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 2.05 KB, 50% 16.4 KB, 90% 262 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/libreoffice-bugzilla/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/libreoffice-bugzilla/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/lichess.md b/cards/lichess.md
index d46fbc25f857abafe472e018083cb821f33b6cc3..da903e97e8a29b1941ecc13be1a89cda784a1872 100644
--- a/cards/lichess.md
+++ b/cards/lichess.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 4.19 MB, 50% 33.6 MB, 90% 537 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/lichess/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/lichess/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/lighthouse-smokehouse.md b/cards/lighthouse-smokehouse.md
index b03ab79b66daa3b9c0b5cec246bc8378be4519f0..282b71646ab368e3a5967a09e99b8847b79bd409 100644
--- a/cards/lighthouse-smokehouse.md
+++ b/cards/lighthouse-smokehouse.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/lighthouse-smokehouse/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/lighthouse-smokehouse/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/linux-kernel-mail-archives.md b/cards/linux-kernel-mail-archives.md
index 4c122cbf7ab115e5995d4d11b9ad5fab80f0f9ba..abaf2d0d4710a5dbc69dac8ac8001a2d78f0cf05 100644
--- a/cards/linux-kernel-mail-archives.md
+++ b/cards/linux-kernel-mail-archives.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/linux-kernel-mail-archives/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/linux-kernel-mail-archives/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/llvm-test-suite-singlesource.md b/cards/llvm-test-suite-singlesource.md
index 13f0ebeade722995dd6ba09f698555dfb286a1dc..ec396cdea7a4e2599b6a764bf691cec34bee5567 100644
--- a/cards/llvm-test-suite-singlesource.md
+++ b/cards/llvm-test-suite-singlesource.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/llvm-test-suite-singlesource/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/llvm-test-suite-singlesource/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/loghub.md b/cards/loghub.md
index 214fe2a7841f932b0378b42b0f6310f981671084..13f6065e873ad61833c65f86641963c5980c0bf8 100644
--- a/cards/loghub.md
+++ b/cards/loghub.md
@@ -45,11 +45,11 @@ Size of one row, upper bounds by quantile: 10% 262 KB, 50% 8.39 MB, 90% 2.15 GB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/loghub/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/loghub/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/lua-test-suite.md b/cards/lua-test-suite.md
index 4a09cf4bca50b4318831aa155961920d21eec15b..7792eb022d21491e94b65db45d49ce887c67538a 100644
--- a/cards/lua-test-suite.md
+++ b/cards/lua-test-suite.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/lua-test-suite/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/lua-test-suite/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/macos-attack-dataset.md b/cards/macos-attack-dataset.md
index 5478fb545c3781897d4b982cd840f95769ebcff7..03b8ef9058c5cf87e6c006956ef4d11cf7936fbe 100644
--- a/cards/macos-attack-dataset.md
+++ b/cards/macos-attack-dataset.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/macos-attack-dataset/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/macos-attack-dataset/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/mastodon-public-timelines.md b/cards/mastodon-public-timelines.md
index 54fdaa4e20ef71a32e95a88b449a41564bd0e3fa..dc8667f01b1decaecf541b6c77742c5de24c68b0 100644
--- a/cards/mastodon-public-timelines.md
+++ b/cards/mastodon-public-timelines.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 127 B, 50% 511 B, 90% 1.02 KB, 99
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/mastodon-public-timelines/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/mastodon-public-timelines/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/mendeley-data.md b/cards/mendeley-data.md
index 0cb8a6ecb797d63fe566c32ef50cbf8442813298..be69bca0df82a3edc2576155a62188ebb0e8b985 100644
--- a/cards/mendeley-data.md
+++ b/cards/mendeley-data.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 262 KB, 90% 8.39 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/mendeley-data/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/mendeley-data/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/mlperf-inference-llama31-8b.md b/cards/mlperf-inference-llama31-8b.md
index 52198379be69dc4cd6b6704ce342acdf952121c8..eebd63330ed72a9eaf4129cc146cf508999e3bab 100644
--- a/cards/mlperf-inference-llama31-8b.md
+++ b/cards/mlperf-inference-llama31-8b.md
@@ -45,11 +45,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/mlperf-inference-llama31-8b/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/mlperf-inference-llama31-8b/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/modelscope.md b/cards/modelscope.md
index 161bab0bf05350176321717dd6767905f67c04e7..4ae4b64a4e67aaa4a5b9c3297cbc12f9b77db409 100644
--- a/cards/modelscope.md
+++ b/cards/modelscope.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 524 KB, 90% 537 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/modelscope/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/modelscope/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/modsecurity-v3-regression.md b/cards/modsecurity-v3-regression.md
index a2caef24baae1d4f52ab96117daad4114d7de21f..d6b77fe59e2a7092d77d6f194a6ca36b44da0e76 100644
--- a/cards/modsecurity-v3-regression.md
+++ b/cards/modsecurity-v3-regression.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/modsecurity-v3-regression/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/modsecurity-v3-regression/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/mozilla-bugzilla.md b/cards/mozilla-bugzilla.md
index e2ba48131ad4caf64967e1834e455bf12efd3d29..0b2afb99432c922f9edf93cb54d1ec7422428b63 100644
--- a/cards/mozilla-bugzilla.md
+++ b/cards/mozilla-bugzilla.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 63 B, 50% 2.05 KB, 90% 65.5 KB, 9
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/mozilla-bugzilla/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/mozilla-bugzilla/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/mozilla-treeherder-ci-logs.md b/cards/mozilla-treeherder-ci-logs.md
index 7d8f6ca025b16de8c8a4ab80858fddc6b7e53790..1e42e93ffbf00f64cf06bdb40e2d159da581433a 100644
--- a/cards/mozilla-treeherder-ci-logs.md
+++ b/cards/mozilla-treeherder-ci-logs.md
@@ -46,11 +46,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 262 KB, 90% 8.39 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/mozilla-treeherder-ci-logs/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/mozilla-treeherder-ci-logs/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/msgpack-test-suite.md b/cards/msgpack-test-suite.md
index b112a9f99ad6bf2a9515b2079bec398467282b03..7e2efd3c862b3e1b28b573bc05eb1fb562770788 100644
--- a/cards/msgpack-test-suite.md
+++ b/cards/msgpack-test-suite.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/msgpack-test-suite/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/msgpack-test-suite/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/mustache-spec.md b/cards/mustache-spec.md
index 627f1955ad21560c955134ca4264afd30f0d0e8c..57f6c4f0776419f48dcd14a4697afb606857d033 100644
--- a/cards/mustache-spec.md
+++ b/cards/mustache-spec.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/mustache-spec/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/mustache-spec/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/napierone-digital-corpora.md b/cards/napierone-digital-corpora.md
index 68e86763328b969ded3d8a87bdf53161e70654f4..bdc58e20ffaedee6d27f7460a7355503b85d8491 100644
--- a/cards/napierone-digital-corpora.md
+++ b/cards/napierone-digital-corpora.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 268 MB, 90% 8.59 GB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/napierone-digital-corpora/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/napierone-digital-corpora/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/napierone-files.md b/cards/napierone-files.md
index be0510f65070a5500f73e4023486ed7aa1338794..cb50f8ade2f4a5c41789d1a51c643bf6e08fff4a 100644
--- a/cards/napierone-files.md
+++ b/cards/napierone-files.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 16.4 KB, 50% 262 KB, 90% 4.19 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/napierone-files/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/napierone-files/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/naxsi-unit-tests.md b/cards/naxsi-unit-tests.md
index e463c5809006e0161c2c22c37dc2899816d7966f..fff2efe6aab481707d41e906e23d0bc1884186c2 100644
--- a/cards/naxsi-unit-tests.md
+++ b/cards/naxsi-unit-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/naxsi-unit-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/naxsi-unit-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/ng-rc-paper-code-repro.md b/cards/ng-rc-paper-code-repro.md
index 5fbf13c8716228bb6705923d62b1a107ce61838f..589a702ca2e87f17afca36c585212313acae1c2d 100644
--- a/cards/ng-rc-paper-code-repro.md
+++ b/cards/ng-rc-paper-code-repro.md
@@ -48,11 +48,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/ng-rc-paper-code-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/ng-rc-paper-code-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/ngboost-repro.md b/cards/ngboost-repro.md
index 8b6fd2dd01c8bcebab42b824525db8ef559bc422..8804debf8fff015bf53123c4198c18d6f2759265 100644
--- a/cards/ngboost-repro.md
+++ b/cards/ngboost-repro.md
@@ -49,11 +49,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/ngboost-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/ngboost-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/npm.md b/cards/npm.md
index f560627ed3b8394c68037693f75cb37b88c224fb..02f737138751fbed907d8db9f54517f1362bdfdd 100644
--- a/cards/npm.md
+++ b/cards/npm.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/npm/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/npm/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/nst-jsontestsuite.md b/cards/nst-jsontestsuite.md
index 3c131ea41ec6140df2b8f4395ea578c41ab25227..ae81e85d5b554e6e1e0eccbcaee95c04366d05d2 100644
--- a/cards/nst-jsontestsuite.md
+++ b/cards/nst-jsontestsuite.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/nst-jsontestsuite/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/nst-jsontestsuite/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/nuget.md b/cards/nuget.md
index c4872f8e83a4e2fbc7d1ffe3482470182f173a57..12247a11f500f17f6c4198cebc25f2d1b7f323f6 100644
--- a/cards/nuget.md
+++ b/cards/nuget.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 16.4 KB, 50% 65.5 KB, 90% 2.10 MB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/nuget/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/nuget/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/nvd-cve.md b/cards/nvd-cve.md
index 8afa1532870b3da5d5397e5fcde327c15419708a..867fd1baea17d8c8d2c7e6e824550eadba6cb21b 100644
--- a/cards/nvd-cve.md
+++ b/cards/nvd-cve.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 4.09 KB, 90% 8.19 KB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/nvd-cve/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/nvd-cve/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/opendev-zuul-ci.md b/cards/opendev-zuul-ci.md
index d461257297696c99e44d7077499ec079f53c2bf9..99247c1d394b4520d0e7ba257b781d1d93c15b86 100644
--- a/cards/opendev-zuul-ci.md
+++ b/cards/opendev-zuul-ci.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 16.4 KB, 50% 131 KB, 90% 1.05 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/opendev-zuul-ci/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/opendev-zuul-ci/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/openstreetmap-planet.md b/cards/openstreetmap-planet.md
index 70528f0ebe709904bca9e8897d2c1c0fd51ce6d2..7c76eb0cc597d84e59994b0eec2910f7c1596504 100644
--- a/cards/openstreetmap-planet.md
+++ b/cards/openstreetmap-planet.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 127 B, 50% 127 B, 90% 255 B, 99%
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/openstreetmap-planet/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/openstreetmap-planet/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/osv-vulnerabilities.md b/cards/osv-vulnerabilities.md
index 147364c3ffcf661a532312603f814d3893c7e18d..adba88570b3d3588444cd9a7a176dd4d8d0492fb 100644
--- a/cards/osv-vulnerabilities.md
+++ b/cards/osv-vulnerabilities.md
@@ -48,11 +48,11 @@ Size of one row, upper bounds by quantile: 10% 1.02 KB, 50% 2.05 KB, 90% 8.19 KB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/osv-vulnerabilities/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/osv-vulnerabilities/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/owasp-crs-regression-tests.md b/cards/owasp-crs-regression-tests.md
index 58ccd4743a36339fdda895b446e61b77138a2a11..a30bfc80406d73d4c622600bb1fd662f0ed1c0c5 100644
--- a/cards/owasp-crs-regression-tests.md
+++ b/cards/owasp-crs-regression-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/owasp-crs-regression-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/owasp-crs-regression-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/panther-analysis-rules.md b/cards/panther-analysis-rules.md
index 09ec23c592af98fa1dda433cc24729d43bd81a15..b883a86adf3bac7efe1bba5108e0cba7748dc223 100644
--- a/cards/panther-analysis-rules.md
+++ b/cards/panther-analysis-rules.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/panther-analysis-rules/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/panther-analysis-rules/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/pde_solver_deep_learned-repro.md b/cards/pde_solver_deep_learned-repro.md
index 4f23ea6aca31fc83dfd81c37d0b1730496af34b6..824f72e1af5b2b1d69a502443dbc2ac8d916d976 100644
--- a/cards/pde_solver_deep_learned-repro.md
+++ b/cards/pde_solver_deep_learned-repro.md
@@ -49,11 +49,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/pde_solver_deep_learned-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/pde_solver_deep_learned-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/perl5-core-tests.md b/cards/perl5-core-tests.md
index 33991116af9a610c4972a8e903bd00ee59338084..7c0520945018a5326d9730d193abcde52273c8d4 100644
--- a/cards/perl5-core-tests.md
+++ b/cards/perl5-core-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/perl5-core-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/perl5-core-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/pmc-open-access.md b/cards/pmc-open-access.md
index fabdfb4f81ad4648d47c5028db6305e9e0c2de14..255a5fbdfd1e8b2e63c566f4cec2c68ca9f1a815 100644
--- a/cards/pmc-open-access.md
+++ b/cards/pmc-open-access.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 4.09 KB, 50% 131 KB, 90% 1.05 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/pmc-open-access/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/pmc-open-access/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/policyengine-canada-tests.md b/cards/policyengine-canada-tests.md
index f0c837a9bd61a26469634ee24b5ae2371a89ce72..b6819683d213dc1d426d5ed7731907f1749c7da8 100644
--- a/cards/policyengine-canada-tests.md
+++ b/cards/policyengine-canada-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/policyengine-canada-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/policyengine-canada-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/policyengine-uk-tests.md b/cards/policyengine-uk-tests.md
index 2e33b37bb9b29f25602b217bac3201f61e7a6cb8..241ee6fb9da8c0aebc24fc2561e4539ca1a7ce06 100644
--- a/cards/policyengine-uk-tests.md
+++ b/cards/policyengine-uk-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/policyengine-uk-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/policyengine-uk-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/policyengine-us-tests.md b/cards/policyengine-us-tests.md
index 95e6f1fedf7dd22a62f790d6b894ab97edf1a9ab..a40b9cbd3e118c4291bf838e766622d3b7a1dbbb 100644
--- a/cards/policyengine-us-tests.md
+++ b/cards/policyengine-us-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/policyengine-us-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/policyengine-us-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/postgresql-regress.md b/cards/postgresql-regress.md
index 2fdf8b1e10b1f8808f479affe98255e191681742..5c812140ccc128c48e201c6308d6897a6ee40fe6 100644
--- a/cards/postgresql-regress.md
+++ b/cards/postgresql-regress.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/postgresql-regress/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/postgresql-regress/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/privacy-repro.md b/cards/privacy-repro.md
index 2aae71941d19fe2c9c80c523f1a264d5052e0da4..9693ddbeef6b1cdc84af3ca0583a9bf9d9e8c558 100644
--- a/cards/privacy-repro.md
+++ b/cards/privacy-repro.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/privacy-repro/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/privacy-repro/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/project-gutenberg.md b/cards/project-gutenberg.md
index 2ad88bf13ce3fa9bf8b78b0d9696f5da8b71c5bc..717e7ec4ee15c17edb4df80f6fad7fd195d179ef 100644
--- a/cards/project-gutenberg.md
+++ b/cards/project-gutenberg.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 32.8 KB, 50% 65.5 KB, 90% 1.05 MB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/project-gutenberg/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/project-gutenberg/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/project-icestorm-examples-icestick.md b/cards/project-icestorm-examples-icestick.md
index e99f84d4b97a263686372fed9a67bc2d7bd8eaea..ebd7e589480d92e6551a3ad97b1ada0cd6d86ea6 100644
--- a/cards/project-icestorm-examples-icestick.md
+++ b/cards/project-icestorm-examples-icestick.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/project-icestorm-examples-icestick/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/project-icestorm-examples-icestick/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/pypi.md b/cards/pypi.md
index 806e8965cb249f4f8f4e68806e6ca14a79910593..b95c96aa553953c48600a19644f8c9e35330175a 100644
--- a/cards/pypi.md
+++ b/cards/pypi.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 8.19 KB, 50% 131 KB, 90% 8.39 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/pypi/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/pypi/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/reddit-threads-arctic-shift.md b/cards/reddit-threads-arctic-shift.md
index a46e147a932eaa258c4419399be33644d1469da2..048471af2cb41e7cc333e5cd8e8ff541462c7cc5 100644
--- a/cards/reddit-threads-arctic-shift.md
+++ b/cards/reddit-threads-arctic-shift.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/reddit-threads-arctic-shift/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/reddit-threads-arctic-shift/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/redhat-bugzilla.md b/cards/redhat-bugzilla.md
index 2c58ccf92453340d08eddfcb2d911dcbb519959a..192931dcc5f0e08b47c16f557791e158f2577342 100644
--- a/cards/redhat-bugzilla.md
+++ b/cards/redhat-bugzilla.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 511 B, 50% 4.09 KB, 90% 65.5 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/redhat-bugzilla/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/redhat-bugzilla/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/rosetta-code-github-mirror.md b/cards/rosetta-code-github-mirror.md
index cb24ab007972528e7fcf73b079c62def9c3a332b..f38379fc16c5e10ea2b7c595a62edf90aaec6444 100644
--- a/cards/rosetta-code-github-mirror.md
+++ b/cards/rosetta-code-github-mirror.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 63 B, 50% 511 B, 90% 4.09 KB, 99%
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/rosetta-code-github-mirror/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/rosetta-code-github-mirror/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/ruby-spec.md b/cards/ruby-spec.md
index d00442d31f78a2a45087a26d647681b344eb7c74..3a23ea82ecbf3fe33f11a4d6784aadd862ad421f 100644
--- a/cards/ruby-spec.md
+++ b/cards/ruby-spec.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/ruby-spec/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/ruby-spec/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/rubygems.md b/cards/rubygems.md
index f6aa7afcfb95bfaed7c5380bdc085996421a8990..86dce14837b38e07d1373b7eca922d25aa6fb5df 100644
--- a/cards/rubygems.md
+++ b/cards/rubygems.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 8.19 KB, 50% 32.8 KB, 90% 1.05 MB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/rubygems/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/rubygems/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/rust-ui-tests.md b/cards/rust-ui-tests.md
index 35e1baa9fa462512e1df7b742869ba4ba79018b7..716f341827b053f42409152798d2eca95e39d08e 100644
--- a/cards/rust-ui-tests.md
+++ b/cards/rust-ui-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/rust-ui-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/rust-ui-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/rustlings.md b/cards/rustlings.md
index e425dfd117649c1f4d338a6c6c8852882ab01e36..8033e47129e33533ffe0c01f3ad8004b43d7a2a5 100644
--- a/cards/rustlings.md
+++ b/cards/rustlings.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/rustlings/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/rustlings/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/safedocs-cc-main-2021-31.md b/cards/safedocs-cc-main-2021-31.md
index 88c31895095dd4bbcd7da4b8022170f22b8ebcd7..240ab5eaf6e5a8ae2583c4f0ddabbcfa8716e672 100644
--- a/cards/safedocs-cc-main-2021-31.md
+++ b/cards/safedocs-cc-main-2021-31.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 32.8 KB, 50% 262 KB, 90% 2.10 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/safedocs-cc-main-2021-31/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/safedocs-cc-main-2021-31/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/sdplib.md b/cards/sdplib.md
index dfc89bba2382c4d6330a271c31401b45a229fff6..8ef2d2054cbbc3a5a8ce8094d3a9a037504b54da 100644
--- a/cards/sdplib.md
+++ b/cards/sdplib.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/sdplib/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/sdplib/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/sec-edgar-filings.md b/cards/sec-edgar-filings.md
index d1876e7cf1c3c44c5383fa3d201b038a600050c2..df1b365ac468ef92e3999586fa086b5db39ca74f 100644
--- a/cards/sec-edgar-filings.md
+++ b/cards/sec-edgar-filings.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/sec-edgar-filings/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/sec-edgar-filings/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/smithsonian-open-access.md b/cards/smithsonian-open-access.md
index 4d6b56014b3559b1ff0bb59848a76b65e04c5e0b..4912cabde2915162c5f446d51966b79df86acfb3 100644
--- a/cards/smithsonian-open-access.md
+++ b/cards/smithsonian-open-access.md
@@ -54,11 +54,11 @@ Size of one row, upper bounds by quantile: 10% 8.39 MB, 50% 67.1 MB, 90% 268 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/smithsonian-open-access/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/smithsonian-open-access/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/solver-benchmark-instances.md b/cards/solver-benchmark-instances.md
index 54603ec588976b5774478abe1b778296ab006960..2d8836e12b18da0535bba353def1bd219f509958 100644
--- a/cards/solver-benchmark-instances.md
+++ b/cards/solver-benchmark-instances.md
@@ -51,11 +51,11 @@ Size of one row, upper bounds by quantile: 10% 511 B, 50% 8.19 KB, 90% 1.05 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/solver-benchmark-instances/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/solver-benchmark-instances/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/sourceware-public-inbox.md b/cards/sourceware-public-inbox.md
index c038bf8b4ffa81df4dc484356522140638479e39..09bb23fd75c8c597dff071d4c30a14a61b56cbf0 100644
--- a/cards/sourceware-public-inbox.md
+++ b/cards/sourceware-public-inbox.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/sourceware-public-inbox/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/sourceware-public-inbox/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/south-australia-government-workbooks.md b/cards/south-australia-government-workbooks.md
index 755fb1e39825b8535a1c7b1bad209656856d3e8c..85fa95ae56a8af1f12a1dceba286918f8d518329 100644
--- a/cards/south-australia-government-workbooks.md
+++ b/cards/south-australia-government-workbooks.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/south-australia-government-workbooks/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/south-australia-government-workbooks/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/sqlite-tcl-tests.md b/cards/sqlite-tcl-tests.md
index f7e77dcc2d88dc1c32613f70f3d0b53bd3136aac..44d2e91d049f10c2e4b4d126a5fe706d546ba36d 100644
--- a/cards/sqlite-tcl-tests.md
+++ b/cards/sqlite-tcl-tests.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/sqlite-tcl-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/sqlite-tcl-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/sqlmesh-example-sushi.md b/cards/sqlmesh-example-sushi.md
index dcfdadefeb3ed148a8af3ca91ee4bf1c42534739..27fcfa900986974e1e7c44db0875b441111ba6ae 100644
--- a/cards/sqlmesh-example-sushi.md
+++ b/cards/sqlmesh-example-sushi.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/sqlmesh-example-sushi/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/sqlmesh-example-sushi/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/sqlmesh-example-wursthall.md b/cards/sqlmesh-example-wursthall.md
index 4409ee3f45bdccb6e324875aa90a2de5c1bed300..0347e7b2804a710ec985fbe0a95eb4ebc24c6fb5 100644
--- a/cards/sqlmesh-example-wursthall.md
+++ b/cards/sqlmesh-example-wursthall.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/sqlmesh-example-wursthall/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/sqlmesh-example-wursthall/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/stackexchange-api-posts.md b/cards/stackexchange-api-posts.md
index 60be46f7fdf831f7e8eab1bc5f8a8bdcc932700b..116aaef416d7cad1bffeb3e25a8c3a06a1ae4281 100644
--- a/cards/stackexchange-api-posts.md
+++ b/cards/stackexchange-api-posts.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 511 B, 50% 1.02 KB, 90% 4.09 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/stackexchange-api-posts/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/stackexchange-api-posts/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/stackexchange-dump.md b/cards/stackexchange-dump.md
index df77f79ad17830dac8b88228042ee02d6b3657fe..1aeadde8a428127b8beeacd95f04c929bb5a7ab0 100644
--- a/cards/stackexchange-dump.md
+++ b/cards/stackexchange-dump.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 524 KB, 50% 16.8 MB, 90% 268 MB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/stackexchange-dump/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/stackexchange-dump/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/symbiyosys-sby-tests-unsorted.md b/cards/symbiyosys-sby-tests-unsorted.md
index aa811c669153a370aea5202b6824b344fde95bda..e6f1ca555dccaee49402bb607ea1156029b6c5af 100644
--- a/cards/symbiyosys-sby-tests-unsorted.md
+++ b/cards/symbiyosys-sby-tests-unsorted.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/symbiyosys-sby-tests-unsorted/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/symbiyosys-sby-tests-unsorted/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/tc39-test262.md b/cards/tc39-test262.md
index 4d8c688d18fb3a553956acfbf7b796fbe7181a5f..5824dc32e82447b950c162209c19738e83830922 100644
--- a/cards/tc39-test262.md
+++ b/cards/tc39-test262.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/tc39-test262/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/tc39-test262/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/tcl-test-suite.md b/cards/tcl-test-suite.md
index b6582cd4b6c59c1ac6b12acce2d6f4c54e3ebe40..8575e653801acfa1cd05ea96ff1455ee52911032 100644
--- a/cards/tcl-test-suite.md
+++ b/cards/tcl-test-suite.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/tcl-test-suite/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/tcl-test-suite/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/tidb-integrationtest.md b/cards/tidb-integrationtest.md
index 74391d7210a76725f68f80b5c93d6c131abedb30..ed6ca85bc867fa593cc2c2343f6e2dae6b2a1954 100644
--- a/cards/tidb-integrationtest.md
+++ b/cards/tidb-integrationtest.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/tidb-integrationtest/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/tidb-integrationtest/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/tinycc-tests2.md b/cards/tinycc-tests2.md
index 8a1e9950926e189cb50e80cf3c4e0095d11b71f0..739db259151921683c59e1ddabb2d940291e9427 100644
--- a/cards/tinycc-tests2.md
+++ b/cards/tinycc-tests2.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/tinycc-tests2/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/tinycc-tests2/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/toml-test.md b/cards/toml-test.md
index 880074486adf60265859a82de48a41ce03ba33ec..74cb90112ee62b5374a038260bbb5c0c29264755 100644
--- a/cards/toml-test.md
+++ b/cards/toml-test.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/toml-test/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/toml-test/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/trailofbits-semgrep-rules.md b/cards/trailofbits-semgrep-rules.md
index e7e3d53e318ef66d52f40bc20c0eccbcd7596c13..4aa286afbde750eed6a41a48c71c22eebb3543c4 100644
--- a/cards/trailofbits-semgrep-rules.md
+++ b/cards/trailofbits-semgrep-rules.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/trailofbits-semgrep-rules/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/trailofbits-semgrep-rules/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/ubuntu-irc-logs.md b/cards/ubuntu-irc-logs.md
index cdad847f1a11e1bf6b054b709622725eeac8e449..a17fad128f31ab6e7d7fe1ae9a12ba60997e8c2e 100644
--- a/cards/ubuntu-irc-logs.md
+++ b/cards/ubuntu-irc-logs.md
@@ -46,11 +46,11 @@ Size of one row, upper bounds by quantile: 10% 63 B, 50% 255 B, 90% 1.02 KB, 99%
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/ubuntu-irc-logs/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/ubuntu-irc-logs/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/uk-parliament-hansard.md b/cards/uk-parliament-hansard.md
index aaf61bb388c6237cab277f8f0cb249af1323675d..726f16bad62aec10b505f0fbf24fd16f122e00c0 100644
--- a/cards/uk-parliament-hansard.md
+++ b/cards/uk-parliament-hansard.md
@@ -44,11 +44,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/uk-parliament-hansard/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/uk-parliament-hansard/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/velociraptor-sigma-golden-test.md b/cards/velociraptor-sigma-golden-test.md
index abb46cf4938c0d1ddc3c774e63d660f933c9c6b1..b7484aae8dcacf84318ef4ebe323c98acb04164a 100644
--- a/cards/velociraptor-sigma-golden-test.md
+++ b/cards/velociraptor-sigma-golden-test.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/velociraptor-sigma-golden-test/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/velociraptor-sigma-golden-test/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/victoria-government-workbooks.md b/cards/victoria-government-workbooks.md
index 9161f8f537f17f87800920b249482b3020ab7723..5389766bd010b7b56dd5ae13eb721c2993479c58 100644
--- a/cards/victoria-government-workbooks.md
+++ b/cards/victoria-government-workbooks.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/victoria-government-workbooks/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/victoria-government-workbooks/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/virustotal-yara-x-tests.md b/cards/virustotal-yara-x-tests.md
index 77e23549e8a1ee3ae3ff79dc9b907c90251e2522..c9cceff7c6d897efdba339585a778e32831c77b4 100644
--- a/cards/virustotal-yara-x-tests.md
+++ b/cards/virustotal-yara-x-tests.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/virustotal-yara-x-tests/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/virustotal-yara-x-tests/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/wazuh-ruleset-logtest.md b/cards/wazuh-ruleset-logtest.md
index e42000a2569357476fc57004e127500ad4051b99..f31fddd827b7ea718b5eaaddf49bf5abe4227e7b 100644
--- a/cards/wazuh-ruleset-logtest.md
+++ b/cards/wazuh-ruleset-logtest.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/wazuh-ruleset-logtest/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/wazuh-ruleset-logtest/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/webassembly-spec-testsuite.md b/cards/webassembly-spec-testsuite.md
index 92c48292c1e09071fc3f66999754b3994c97f961..b0fbe8e6807d31d1b5c92dad786e33309fe10562 100644
--- a/cards/webassembly-spec-testsuite.md
+++ b/cards/webassembly-spec-testsuite.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/webassembly-spec-testsuite/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/webassembly-spec-testsuite/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/western-australia-government-workbooks.md b/cards/western-australia-government-workbooks.md
index dfd5277f57ea5a9228df869adc65f4a38c4f844f..281fe6ba52e28ebf497f02e3cb1da760459dfa05 100644
--- a/cards/western-australia-government-workbooks.md
+++ b/cards/western-australia-government-workbooks.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/western-australia-government-workbooks/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/western-australia-government-workbooks/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/wikimedia-talk-dumps.md b/cards/wikimedia-talk-dumps.md
index 72cfd1cce983027e75563ab2a9f24250029b5b3c..64a2b2efb0a3a4cb948b8b52ee5042414c3e3f72 100644
--- a/cards/wikimedia-talk-dumps.md
+++ b/cards/wikimedia-talk-dumps.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 524 KB, 50% 33.6 MB, 90% 1.07 GB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/wikimedia-talk-dumps/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/wikimedia-talk-dumps/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/worldbank-open-data.md b/cards/worldbank-open-data.md
index c4e08ae45c344eb433bbc4059db044ac70161b25..49e86a59337e04fc410076c02e57356aae3e6ed2 100644
--- a/cards/worldbank-open-data.md
+++ b/cards/worldbank-open-data.md
@@ -56,11 +56,11 @@ Size of one row, upper bounds by quantile: 10% 8.19 KB, 50% 16.4 KB, 90% 131 KB,
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/worldbank-open-data/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/worldbank-open-data/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/wpt-url-testdata.md b/cards/wpt-url-testdata.md
index 5e70e9dbdc89c307664d640a29fe828cf3db74c0..ee8f77ea2c778bc05fc2ad532d2e69c0ab423611 100644
--- a/cards/wpt-url-testdata.md
+++ b/cards/wpt-url-testdata.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/wpt-url-testdata/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/wpt-url-testdata/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/wycheproof.md b/cards/wycheproof.md
index 6756676abd349b2223d0668c5f2ca44dec419373..0ce52d57c586e23128f7735dec05421184197840 100644
--- a/cards/wycheproof.md
+++ b/cards/wycheproof.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/wycheproof/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/wycheproof/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/yaml-test-suite.md b/cards/yaml-test-suite.md
index 856f144468851fbc4587279e3f2044974d5ae7ea..ab6df13523e7db62bad4631aca8ae2d687be38ba 100644
--- a/cards/yaml-test-suite.md
+++ b/cards/yaml-test-suite.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/yaml-test-suite/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/yaml-test-suite/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/yosys-tests-arch-ice40.md b/cards/yosys-tests-arch-ice40.md
index 94048a01736b401440851af455a1805b69820736..6e1c755b51de22d4ca9e3426b6a772ce02134fd1 100644
--- a/cards/yosys-tests-arch-ice40.md
+++ b/cards/yosys-tests-arch-ice40.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/yosys-tests-arch-ice40/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/yosys-tests-arch-ice40/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/zenodo-workbooks-cc0.md b/cards/zenodo-workbooks-cc0.md
index f36842dd0fa643026ce8a3b57616dad9de047dee..5cc2d2f959f7f1f73847ad0dce826a8fab655f9c 100644
--- a/cards/zenodo-workbooks-cc0.md
+++ b/cards/zenodo-workbooks-cc0.md
@@ -47,11 +47,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/zenodo-workbooks-cc0/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/zenodo-workbooks-cc0/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/zenodo10k-slides.md b/cards/zenodo10k-slides.md
index ea712f6ba7935bd6702413e77fbbe7c1a39ff3bb..6011a609aa938e4c8e476663b277fcb25df801bb 100644
--- a/cards/zenodo10k-slides.md
+++ b/cards/zenodo10k-slides.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 1.05 MB, 50% 8.39 MB, 90% 67.1 MB
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/zenodo10k-slides/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/zenodo10k-slides/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/ziglings.md b/cards/ziglings.md
index bb8d66a273d9053b37715e8d6d9ef852e7da6d0a..000b09d6c9b9b6bf60b0390b6583cb98afb2e3fe 100644
--- a/cards/ziglings.md
+++ b/cards/ziglings.md
@@ -46,11 +46,11 @@ Size quantiles: unknown (no size distribution recorded for this source).
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/ziglings/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/ziglings/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/cards/zulip-public-chats.md b/cards/zulip-public-chats.md
index 8ee8a1fb0c6166d239a810408dde40a339d98d1d..52185c16284c93485bb1ae352bbac36e2d9a50ad 100644
--- a/cards/zulip-public-chats.md
+++ b/cards/zulip-public-chats.md
@@ -44,11 +44,11 @@ Size of one row, upper bounds by quantile: 10% 31 B, 50% 127 B, 90% 511 B, 99% 2
 
 ## Query this source at a fixed release
 
-Pinned to the release tag `release-2026-10-27.2`.
+Pinned to the release tag `release-2026-10-28.1`.
 
 ```sql
 SELECT uri, ext, size_bytes, lower(hex(sha256)) AS sha256
-FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-27.2/data/zulip-public-chats/*/*.parquet'
+FROM 'hf://datasets/Battam/agentic-env-index@release-2026-10-28.1/data/zulip-public-chats/*/*.parquet'
 LIMIT 10;
 ```
 
diff --git a/docs/selecting.md b/docs/selecting.md
index 20b6e64166de4de08780e58ff41850695b54c8b2..fe3f56979b4dea22bda3b137095a07de11109667 100644
--- a/docs/selecting.md
+++ b/docs/selecting.md
@@ -24,12 +24,11 @@ A batch still being collected also has `data/<source>/<batch>/part-tail.parquet`
 | `license_spdx, license_training_ok, license_redistribution_ok, license_notes` | The row's own license when it differs from the batch license. |
 | `sensitive` | health or minors when the row's data is about health or about minors (empty otherwise); filter on it to leave such rows out. |
 | `extra` | Anything else the full pointer carries, as JSON; fetch.py rebuilds the full pointer from it. |
-| `row_file, row_index` | Where the row sits: the data file (source/batch/part file) and the row number in it, counting from 0. Not stored in the data files; tools/fetch.py adds them when reading. meta/duplicates.parquet names rows by them. |
+| `row_file, row_index` | Where the row sits: the data file (source/batch/part file) and the row number in it, counting from 0. Not stored in the data files; tools/fetch.py adds them when reading. |
 
 ## Tables under meta/
 
 - `meta/batches.parquet`: one row per source and batch: license tiers (training_ok, redistribution_ok), the overall size cap used by tools/fetch.py (max_size_bytes), content categories, and the constants and rules used to rebuild full pointers.
-- `meta/duplicates.parquet`: rows the default filter removes as duplicates, each named by its place in the data files (batch, row_file, row_index), with the reason and the copy that is kept (keep_*): natural_key, another row with the same source, uri, range_offset and member_path was kept (the one from the latest batch; within one batch the first in file order), and that kept row has natural_key_conflict true in tools/fetch.py output; superseded, the row belongs to a snapshot replaced by a newer batch (keep_batch); same_sha256, same_sha1, same_md5, another row with the same hash was kept.
 - `meta/bench_overlap.parquet`: rows found in public benchmark tasks: scope row matches one row, scope container matches a whole collection; hit_class says how the match was made. When one row is a copy of benchmark data (benchmark_copy), its whole collection is listed only if the collection is one self-contained unit: one package, code repository, dataset or model repository (collection_kind "unit" in meta/sources.json, except the collections named in bucket_collections). Where collections are buckets (by file type, crawl, date, site and the like), only that row is listed. Every release compares every published data file with the benchmark list (the key version is in meta/projection.json, bench_keys); the table is sorted by source.
 - `meta/bench_checked.parquet`: which data files were compared with the benchmark list: scope file has one row per published data file (row_file) with checked true and the file's SHA-256 (sha256). Every release compares every published data file, so a file this table does not list belongs to an older revision of the index and counts as not compared. Scope container lists collections whose name matches a benchmark and that await a ruling (reason pending_ruling). default_keep says whether the default filter keeps the rows; the table is sorted by source.
 - `meta/tags.parquet`: the collection tags `campaign:<name>`: for each source, batch, collection, extension, metadata value and content category, the rows that belong to that collection, with row counts and the size cap of the batch (max_size_bytes); `tools/fetch.py --tag campaign:<name>` selects them. Subject and form of a source are not tags: they are the columns `domain` and `form` of `meta/catalog.parquet`.
@@ -44,11 +43,11 @@ A batch still being collected also has `data/<source>/<batch>/part-tail.parquet`
 
 The default subset only contains rows of data files that were compared with the benchmark list (AA-Briefcase-Lite, APEX-Agents, Agents' Last Exam, AndroidWorld, AutomationBench, BrowseComp, BrowseComp-Plus, CyberGym, DeepSWE, EnterpriseOps-Gym, Finance Agent, FrontierSWE v2, GDPval, Harvey LAB, MCP Atlas, MCPMark, Multi-SWE-bench, NL2Repo, OSWorld, OSWorld 2, SWE-bench Multilingual, SWE-bench Multimodal, SWE-bench Pro, SWE-bench Verified, SciCode, Terminal-Bench, Toolathlon, WideSearch, tau2-bench), as of 2026-10-05T14:11:22+0800, minus the copies of benchmark data found there and duplicate copies of the same file. Every published data file is compared at every release (the release builds meta/bench_overlap.parquet and meta/bench_checked.parquet over all of them), so meta/bench_checked.parquet lists every data file of this revision; a file it does not list belongs to an older revision of the index and counts as not compared. Rows of collections awaiting a ruling are left out too. License tiers, sizes and versions do not remove rows; the queries below choose by them. Truncated rows and empty files stay in; the reference counts below count them. A row passes when all of these hold:
 
-- `not_duplicate`: the row is not listed in meta/duplicates.parquet (one copy of each duplicated file is kept; of rows that share a natural key only the latest is kept).
 - `not_in_benchmark_row / not_in_benchmark_container`: the row and its collection are not in meta/bench_overlap.parquet with hit class benchmark_copy, task_file, data_address (copies of benchmark data found in the rows that were compared, including collections derived from a benchmark).
 - `checked_for_benchmarks`: the row's data file is listed in meta/bench_checked.parquet as compared with the benchmark list (checked true), and its collection is not listed there as awaiting a ruling; every published data file is listed, so only rows read from an older revision of the index fail this rule.
+- `not_duplicate`: the row is not a duplicate copy of another row that the rules above keep, among the rows the query reads: of rows that share a natural key (source, uri, range_offset, member_path) only the one from the latest batch is kept (natural_key_conflict true); rows of a snapshot that a newer batch replaces are removed (stackexchange-dump by source_meta.site); of rows with the same sha256, sha1 or md5 (md5 also the same size_bytes) and the same hash scope one copy is kept, the first by the source's registry_order in meta/batches.parquet, then source, batch, uri, range_offset, member_path, row_file and row_index. It is resolved over the rows of the query itself with window functions, so the copy kept is one the query returns: a query of one source keeps its rows whose copy is in another source.
 
-`tools/fetch.py` applies it as the first three criteria of its default profile (duplicate; benchmark, rows that matched a benchmark; not compared, rows not compared with the benchmark list yet, counted apart), which also removes rows whose license does not let the files be shipped, rows recorded in a language other than English, rows of sources or rows marked as carrying personal data, and rows above 20 MB; it prints how many units each criterion removed. `--all` turns the profile off, and each criterion has its own option (`--keep-duplicates`, `--allow-benchmark`, `--allow-not-compared`, `--any-license`, `--any-language`, `--allow-personal-data`, `--any-size`). Size caps apply only when downloading: by default the overall cap of meta/size_caps.json (the 99th percentile of all benchmark task files), and under the profile at most 20 MB, guards against huge files, and `--max-size N` uses N bytes. A row above its cap is recorded as too_large and not downloaded; a row of unknown size is downloaded up to the cap. `--max-size` limits downloads only: rows above the cap stay in the selection and in `_meta/fetch_manifest.jsonl`.
+`tools/fetch.py` applies it as three criteria of its default profile (benchmark, rows that matched a benchmark; not compared, rows not compared with the benchmark list yet, counted apart; duplicate, judged last over the units every other criterion keeps), which also removes rows whose license does not let the files be shipped, rows recorded in a language other than English, rows of sources or rows marked as carrying personal data, and rows above 20 MB; it prints how many units each criterion removed. `--all` turns the profile off, and each criterion has its own option (`--keep-duplicates`, `--allow-benchmark`, `--allow-not-compared`, `--any-license`, `--any-language`, `--allow-personal-data`, `--any-size`). Size caps apply only when downloading: by default the overall cap of meta/size_caps.json (the 99th percentile of all benchmark task files), and under the profile at most 20 MB, guards against huge files, and `--max-size N` uses N bytes. A row above its cap is recorded as too_large and not downloaded; a row of unknown size is downloaded up to the cap. `--max-size` limits downloads only: rows above the cap stay in the selection and in `_meta/fetch_manifest.jsonl`.
 
 ## Units, answers and companion files
 
@@ -95,30 +94,47 @@ These batches had status `collecting` in meta/batches.parquet when this page was
 
 ## Querying with DuckDB
 
-Run these statements once (DuckDB 1.1 or newer reads `hf://` paths; set `HF_TOKEN` for higher rate limits). They define the views used below: `p` rows, `b` batches, `d` duplicates, `o` benchmark overlap, `c` benchmark check coverage, `t` collection tags.
+Run these statements once (DuckDB 1.1 or newer reads `hf://` paths; set `HF_TOKEN` for higher rate limits). They define the views used below: `p` rows, `b` batches, `o` benchmark overlap, `c` benchmark check coverage, `t` collection tags. Duplicates have no table: the view `selected` finds them among its own rows.
 
 ```sql
 CREATE OR REPLACE VIEW p AS SELECT * EXCLUDE (filename, file_row_number), regexp_extract(replace(filename, '\', '/'), '[^/]+/[^/]+/[^/]+$') AS row_file, file_row_number AS row_index FROM read_parquet('hf://datasets/Battam/agentic-env-index/data/*/*/*.parquet', union_by_name = true, filename = true, file_row_number = true);
 CREATE OR REPLACE VIEW b AS SELECT * FROM read_parquet('hf://datasets/Battam/agentic-env-index/meta/batches.parquet');
-CREATE OR REPLACE VIEW d AS SELECT * FROM read_parquet('hf://datasets/Battam/agentic-env-index/meta/duplicates.parquet');
 CREATE OR REPLACE VIEW o AS SELECT * FROM read_parquet('hf://datasets/Battam/agentic-env-index/meta/bench_overlap.parquet');
 CREATE OR REPLACE VIEW t AS SELECT * FROM read_parquet('hf://datasets/Battam/agentic-env-index/meta/tags.parquet');
 CREATE OR REPLACE VIEW c AS SELECT * FROM read_parquet('hf://datasets/Battam/agentic-env-index/meta/bench_checked.parquet');
 CREATE OR REPLACE VIEW s AS SELECT source, domain, form, pii.level AS pii_level, license.spdx AS spdx, files FROM read_parquet('hf://datasets/Battam/agentic-env-index/meta/catalog.parquet');
 CREATE OR REPLACE VIEW selected AS
-SELECT p.*, (CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.pointer_id') WHEN coalesce(json_contains(json_extract(p.extra, '$._absent'), '"pointer_id"'), false) THEN NULL WHEN json_type(p.extra, '$.pointer_id') IS NOT NULL THEN json_extract_string(p.extra, '$.pointer_id') WHEN json_type(p.extra, '$.pid') IS NOT NULL THEN p.source || ':' || p.collection || ':' || json_extract_string(p.extra, '$.pid') WHEN p.parent_pointer_id IS NOT NULL AND p.member_path IS NOT NULL THEN CASE WHEN length(p.parent_pointer_id) - length(replace(p.parent_pointer_id, ':', '')) >= 2 THEN p.source || ':' || p.collection || ':' || substr(p.parent_pointer_id, strpos(p.parent_pointer_id, ':') + strpos(substr(p.parent_pointer_id, strpos(p.parent_pointer_id, ':') + 1), ':') + 1) || '!/' || p.member_path END WHEN b.pid_segments IS NOT NULL THEN p.source || ':' || p.collection || ':' || array_to_string(list_slice(string_split((CASE WHEN b.uri_swap_to IS NOT NULL AND json_extract_string(p.extra, '$._uri_orig') IS NULL THEN CASE WHEN starts_with(p.uri, b.uri_swap_to) AND ends_with(p.uri, b.uri_swap_suffix) AND length(p.uri) >= length(b.uri_swap_to) + length(b.uri_swap_suffix) THEN b.uri_swap_from || substr(p.uri, length(b.uri_swap_to) + 1, length(p.uri) - length(b.uri_swap_to) - length(b.uri_swap_suffix)) END ELSE p.uri END), '/'), -b.pid_segments, -1), '/') || CASE WHEN b.pid_at_offset THEN '@' || CAST(p.range_offset AS VARCHAR) ELSE '' END END) AS pointer_id, p.size_bytes IS NULL AS size_unknown,
+SELECT * EXCLUDE (duplicate_reason) FROM (
+SELECT * EXCLUDE (dup_scope, dup_sha256, dup_sha1, dup_md5, dup_unit, dup_ord, dup_date, dup_sdate, dup_rev, dup_sup, dup_nk_rank, dup_nk_n, dup_r_sha256, dup_r_sha1, dup_r_md5),
+  CASE WHEN dup_nk_rank > 1 THEN 'natural_key' WHEN dup_sup THEN 'superseded' WHEN dup_r_sha256 > 1 THEN 'same_sha256' WHEN dup_r_sha1 > 1 THEN 'same_sha1' WHEN dup_r_md5 > 1 THEN 'same_md5' END AS duplicate_reason,
+  dup_nk_n > 1 AND dup_nk_rank = 1 AS natural_key_conflict
+FROM (SELECT *,
+  CASE WHEN dup_sha256 IS NOT NULL THEN row_number() OVER (PARTITION BY dup_scope, dup_sha256 ORDER BY dup_sup, dup_nk_rank > 1, dup_ord, source, batch, uri, range_offset, member_path, row_file, row_index) END AS dup_r_sha256, CASE WHEN dup_sha1 IS NOT NULL THEN row_number() OVER (PARTITION BY dup_scope, dup_sha1 ORDER BY dup_sup, dup_nk_rank > 1, dup_ord, source, batch, uri, range_offset, member_path, row_file, row_index) END AS dup_r_sha1, CASE WHEN dup_md5 IS NOT NULL THEN row_number() OVER (PARTITION BY dup_scope, dup_md5, size_bytes ORDER BY dup_sup, dup_nk_rank > 1, dup_ord, source, batch, uri, range_offset, member_path, row_file, row_index) END AS dup_r_md5
+FROM (SELECT *, row_number() OVER (PARTITION BY source, uri, range_offset, member_path ORDER BY dup_sup, dup_date DESC, dup_rev DESC, batch DESC, row_file, row_index) AS dup_nk_rank,
+  count(*) OVER (PARTITION BY source, uri, range_offset, member_path) AS dup_nk_n
+FROM (SELECT *, dup_unit IS NOT NULL AND batch <> arg_max(batch, struct_pack(d := dup_sdate, r := dup_rev, b := batch)) OVER (PARTITION BY source, dup_unit) AS dup_sup
+FROM (SELECT * REPLACE (CASE WHEN length(dup_sha256) = 64 AND regexp_full_match(dup_sha256, '[0-9a-f]+') THEN dup_sha256 END AS dup_sha256, CASE WHEN length(dup_sha1) = 40 AND regexp_full_match(dup_sha1, '[0-9a-f]+') THEN dup_sha1 END AS dup_sha1, CASE WHEN length(dup_md5) = 32 AND regexp_full_match(dup_md5, '[0-9a-f]+') AND size_bytes IS NOT NULL THEN dup_md5 END AS dup_md5),
+  contains(lower(batch), 'revised') AS dup_rev
+FROM (SELECT p.*, (CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.pointer_id') WHEN coalesce(json_contains(json_extract(p.extra, '$._absent'), '"pointer_id"'), false) THEN NULL WHEN json_type(p.extra, '$.pointer_id') IS NOT NULL THEN json_extract_string(p.extra, '$.pointer_id') WHEN json_type(p.extra, '$.pid') IS NOT NULL THEN p.source || ':' || p.collection || ':' || json_extract_string(p.extra, '$.pid') WHEN p.parent_pointer_id IS NOT NULL AND p.member_path IS NOT NULL THEN CASE WHEN length(p.parent_pointer_id) - length(replace(p.parent_pointer_id, ':', '')) >= 2 THEN p.source || ':' || p.collection || ':' || substr(p.parent_pointer_id, strpos(p.parent_pointer_id, ':') + strpos(substr(p.parent_pointer_id, strpos(p.parent_pointer_id, ':') + 1), ':') + 1) || '!/' || p.member_path END WHEN b.pid_segments IS NOT NULL THEN p.source || ':' || p.collection || ':' || array_to_string(list_slice(string_split((CASE WHEN b.uri_swap_to IS NOT NULL AND json_extract_string(p.extra, '$._uri_orig') IS NULL THEN CASE WHEN starts_with(p.uri, b.uri_swap_to) AND ends_with(p.uri, b.uri_swap_suffix) AND length(p.uri) >= length(b.uri_swap_to) + length(b.uri_swap_suffix) THEN b.uri_swap_from || substr(p.uri, length(b.uri_swap_to) + 1, length(p.uri) - length(b.uri_swap_to) - length(b.uri_swap_suffix)) END ELSE p.uri END), '/'), -b.pid_segments, -1), '/') || CASE WHEN b.pid_at_offset THEN '@' || CAST(p.range_offset AS VARCHAR) ELSE '' END END) AS pointer_id, p.size_bytes IS NULL AS size_unknown,
   (CASE WHEN coalesce(nullif(CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.license_override.training_ok') WHEN json_type(p.extra, '$.license_override') IS NOT NULL THEN json_extract_string(p.extra, '$.license_override.training_ok') WHEN (p.license_spdx IS NOT NULL OR p.license_training_ok IS NOT NULL OR p.license_redistribution_ok IS NOT NULL OR p.license_notes IS NOT NULL) THEN p.license_training_ok WHEN NOT coalesce(json_contains(json_extract(p.extra, '$._absent'), '"license_override"'), false) THEN b.const_training_ok END, ''), b.training_ok) IN ('yes', 'conditional', 'no') THEN coalesce(nullif(CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.license_override.training_ok') WHEN json_type(p.extra, '$.license_override') IS NOT NULL THEN json_extract_string(p.extra, '$.license_override.training_ok') WHEN (p.license_spdx IS NOT NULL OR p.license_training_ok IS NOT NULL OR p.license_redistribution_ok IS NOT NULL OR p.license_notes IS NOT NULL) THEN p.license_training_ok WHEN NOT coalesce(json_contains(json_extract(p.extra, '$._absent'), '"license_override"'), false) THEN b.const_training_ok END, ''), b.training_ok) ELSE 'unknown' END) AS training_tier,
   (CASE WHEN coalesce(nullif(CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.license_override.redistribution_ok') WHEN json_type(p.extra, '$.license_override') IS NOT NULL THEN json_extract_string(p.extra, '$.license_override.redistribution_ok') WHEN (p.license_spdx IS NOT NULL OR p.license_training_ok IS NOT NULL OR p.license_redistribution_ok IS NOT NULL OR p.license_notes IS NOT NULL) THEN p.license_redistribution_ok WHEN NOT coalesce(json_contains(json_extract(p.extra, '$._absent'), '"license_override"'), false) THEN b.const_redistribution_ok END, ''), b.redistribution_ok) IN ('yes', 'conditional', 'no') THEN coalesce(nullif(CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.license_override.redistribution_ok') WHEN json_type(p.extra, '$.license_override') IS NOT NULL THEN json_extract_string(p.extra, '$.license_override.redistribution_ok') WHEN (p.license_spdx IS NOT NULL OR p.license_training_ok IS NOT NULL OR p.license_redistribution_ok IS NOT NULL OR p.license_notes IS NOT NULL) THEN p.license_redistribution_ok WHEN NOT coalesce(json_contains(json_extract(p.extra, '$._absent'), '"license_override"'), false) THEN b.const_redistribution_ok END, ''), b.redistribution_ok) ELSE 'unknown' END) AS redistribution_tier,
-  EXISTS (SELECT 1 FROM d WHERE d.reason = 'natural_key' AND d.keep_source = p.source AND d.keep_batch = p.batch AND d.keep_row_file = p.row_file AND d.keep_row_index = p.row_index) AS natural_key_conflict,
-  coalesce((SELECT bool_and(c.checked) FROM c WHERE c.scope = 'file' AND c.row_file = p.row_file), false) AND NOT EXISTS (SELECT 1 FROM c WHERE c.scope = 'container' AND NOT c.checked AND c.source = p.source AND c.collection = split_part(p.collection, '@', 1)) AS checked_for_benchmarks
+  coalesce((SELECT bool_and(c.checked) FROM c WHERE c.scope = 'file' AND c.row_file = p.row_file), false) AND NOT EXISTS (SELECT 1 FROM c WHERE c.scope = 'container' AND NOT c.checked AND c.source = p.source AND c.collection = split_part(p.collection, '@', 1)) AS checked_for_benchmarks,
+  coalesce((CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.hash_scope') WHEN json_type(p.extra, '$.hash_scope') IS NOT NULL THEN json_extract_string(p.extra, '$.hash_scope') WHEN NOT coalesce(json_contains(json_extract(p.extra, '$._absent'), '"hash_scope"'), false) THEN b.const_hash_scope END), 'file') AS dup_scope,
+  (CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.hashes.sha256') WHEN json_type(p.extra, '$.hashes.sha256') IS NOT NULL THEN json_extract_string(p.extra, '$.hashes.sha256') WHEN coalesce(json_contains(json_extract(p.extra, '$._hx'), '"sha256"'), false) THEN NULL ELSE lower(hex(p.sha256)) END) AS dup_sha256,
+  (CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.hashes.sha1') WHEN json_type(p.extra, '$.hashes.sha1') IS NOT NULL THEN json_extract_string(p.extra, '$.hashes.sha1') WHEN coalesce(json_contains(json_extract(p.extra, '$._hx'), '"sha1"'), false) THEN NULL ELSE lower(hex(p.sha1)) END) AS dup_sha1,
+  (CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.hashes.md5') WHEN json_type(p.extra, '$.hashes.md5') IS NOT NULL THEN json_extract_string(p.extra, '$.hashes.md5') WHEN coalesce(json_contains(json_extract(p.extra, '$._hx'), '"md5"'), false) THEN NULL ELSE lower(hex(p.md5)) END) AS dup_md5,
+  CASE p.source WHEN 'stackexchange-dump' THEN nullif((CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.source_meta.' || 'site') WHEN json_type(p.extra, '$.source_meta') IS NOT NULL THEN json_extract_string(p.extra, '$.source_meta.' || 'site') WHEN NOT coalesce(json_contains(json_extract(p.extra, '$._absent'), '"source_meta"'), false) THEN json_extract_string(b.const_source_meta, '$.' || 'site') END), '') END AS dup_unit,
+  b.registry_order AS dup_ord,
+  replace(regexp_extract(coalesce(p.batch, ''), '[0-9]{4}-?[0-9]{2}-?[0-9]{2}'), '-', '') AS dup_date,
+  CASE WHEN p.source IN ('stackexchange-dump') THEN coalesce(nullif(replace(regexp_extract(coalesce(p.batch, ''), '[0-9]{4}-?[0-9]{2}-?[0-9]{2}'), '-', ''), ''), replace(regexp_extract(coalesce((CASE WHEN starts_with(coalesce(p.extra, ''), '{"_row":') THEN json_extract_string(p.extra, '$._row.source_meta.' || 'batch') WHEN json_type(p.extra, '$.source_meta') IS NOT NULL THEN json_extract_string(p.extra, '$.source_meta.' || 'batch') WHEN NOT coalesce(json_contains(json_extract(p.extra, '$._absent'), '"source_meta"'), false) THEN json_extract_string(b.const_source_meta, '$.' || 'batch') END), ''), '[0-9]{4}-?[0-9]{2}-?[0-9]{2}'), '-', '')) ELSE '' END AS dup_sdate
 FROM p JOIN b ON b.source = p.source AND b.batch = p.batch
-WHERE NOT EXISTS (SELECT 1 FROM d WHERE d.source = p.source AND d.uri = p.uri AND d.range_offset IS NOT DISTINCT FROM p.range_offset AND d.member_path IS NOT DISTINCT FROM p.member_path AND d.batch = p.batch AND d.row_file = p.row_file AND d.row_index = p.row_index)
-  AND NOT EXISTS (SELECT 1 FROM o WHERE o.scope = 'row' AND o.hit_class IN ('benchmark_copy', 'task_file', 'data_address') AND o.source = p.source AND o.uri = p.uri AND o.range_offset IS NOT DISTINCT FROM p.range_offset AND o.member_path IS NOT DISTINCT FROM p.member_path)
+WHERE NOT EXISTS (SELECT 1 FROM o WHERE o.scope = 'row' AND o.hit_class IN ('benchmark_copy', 'task_file', 'data_address') AND o.source = p.source AND o.uri = p.uri AND o.range_offset IS NOT DISTINCT FROM p.range_offset AND o.member_path IS NOT DISTINCT FROM p.member_path)
   AND NOT EXISTS (SELECT 1 FROM o WHERE o.scope = 'container' AND o.hit_class IN ('benchmark_copy', 'task_file', 'data_address') AND o.source = p.source AND o.collection = split_part(p.collection, '@', 1))
-  AND coalesce((SELECT bool_and(c.default_keep) FROM c WHERE c.scope = 'file' AND c.row_file = p.row_file), false) AND NOT EXISTS (SELECT 1 FROM c WHERE c.scope = 'container' AND NOT c.default_keep AND c.source = p.source AND c.collection = split_part(p.collection, '@', 1));
+  AND coalesce((SELECT bool_and(c.default_keep) FROM c WHERE c.scope = 'file' AND c.row_file = p.row_file), false) AND NOT EXISTS (SELECT 1 FROM c WHERE c.scope = 'container' AND NOT c.default_keep AND c.source = p.source AND c.collection = split_part(p.collection, '@', 1)))))))
+) WHERE duplicate_reason IS NULL;
 ```
 
-The query reads the row tables remotely and only the columns it needs; a full pass over every source moves a few gigabytes. Add `p.source IN (...)` or read `data/<source>/*/*.parquet` to stay small. The view adds training_tier and redistribution_tier (yes, conditional, no or unknown) and natural_key_conflict (true when other rows with the same natural key were removed as duplicates and this one, from the latest batch, was kept) and checked_for_benchmarks (true when the row was compared with the benchmark list and its collection is not awaiting a ruling).
+The query reads the row tables remotely and only the columns it needs; a full pass over every source moves a few gigabytes. Add `p.source IN (...)` or read `data/<source>/*/*.parquet` to stay small; the duplicates are then resolved among the rows read. The view adds training_tier and redistribution_tier (yes, conditional, no or unknown), checked_for_benchmarks (true when the row was compared with the benchmark list and its collection is not awaiting a ruling) and natural_key_conflict (true when other rows with the same natural key were removed as duplicates and this one, from the latest batch, was kept).
 
 ## Ready-made queries
 
diff --git a/meta/croissant.json b/meta/croissant.json
index ca44f138f9423e92cb7f3edd20dd46546a7b8082..d2d071c4b07f77b852c8b2aa732362407dff6be6 100644
--- a/meta/croissant.json
+++ b/meta/croissant.json
@@ -78,7 +78,7 @@
    "@id": "repo",
    "name": "repo",
    "description": "The Hugging Face git repository at the release tag.",
-   "contentUrl": "https://huggingface.co/datasets/Battam/agentic-env-index/tree/release-2026-10-27.2",
+   "contentUrl": "https://huggingface.co/datasets/Battam/agentic-env-index/tree/release-2026-10-28.1",
    "encodingFormat": "git+https",
    "sha256": "https://github.com/mlcommons/croissant/issues/80"
   },
diff --git a/meta/projection.json b/meta/projection.json
index d51b691d326a4dc80cf5ac7a145c9e791c1aa326..d1a2c4d263d6a30515296b99a779a99e12771f51 100644
--- a/meta/projection.json
+++ b/meta/projection.json
@@ -8,23 +8,23 @@
  "generator": {
   "catalog": {
    "domains.yaml": "53f5c579487599345ac986aa2e79097e030a830de75eaf32f445cb9a122965d4",
-   "llms.txt": "91e4bebc7db405a0624b7687d341dd7a0aef879ff8f0b4bc1fbc91544b8f30de",
+   "llms.txt": "7b7ba731a2e4dbe2272ebe62600d829216039d0a8c37a26a99c25b235e89b8c2",
    "rules.tsv": "75b13881b69a46d51963c5b206ddbc803e050bfed93d99bf9d399500e065f10f"
   },
-  "index_projection": "fa124cc5ca0ea7a607a68f2a3687e92257e9b49efd472790cd64891d97d31d52",
+  "index_projection": "e44cd926f457023bb098a15990104a52f8b711a5af7730205c38c4d058e6a7c4",
   "not_included": "4f3aeb5c7cdb4ae33d3d27d6f3f5969caa2b3377eef2103fad633e259afd45a6",
   "selection": {
    "archive_formats.py": "59639699914fcd8c4c6f05cd488985088ba02b728e096ec8130ac1ac8bfc1717",
    "archive_formats.tsv": "835cbf6394f36bca9efdadb533f3dbda25c74c39270bfa5114f5879c17dc5ffe",
-   "public_fetch.py": "7823f065884f8b9f42e9ebf978e5cc669b386ef6741f802cf7a55c1a1269664a",
+   "public_fetch.py": "3a46b0ee5b6fe3c2c2f5139ee7f9db2ff3272d1aeca98de6a62752ac49054f57",
    "public_to_pool.py": "d53bfdbe4d79bd1d02797aec3f3ffa7074b6072eef2e0c93eb3245479e167555",
    "public_transform.py": "cb0cd3939017c9c1463053a0c3bdeb5bebd43cefa873ea0e2b738ddfd10b731d",
-   "selecting.py": "40338e478a091aa2c5acf7cc7604c93c960837c495f6843d517006ca85b2e94c",
+   "selecting.py": "7b0719da12ea2eed75eddc8529bb8ca619295282f303d66ee475e5fbc94dfae5",
    "sevenzip.py": "bed24bddb473c31ba40e56991c949ec69944ca76bc540558b7fc722062e71912",
    "size_caps.py": "3127a13a64cede952f4ac1199720cce72dc90381a5193125dfa4960a9a8404d5",
    "unpack.py": "a8db14097c252e4fd0f61caf4773da7cd7d280e3822d3640c7aea8ca1e972a51"
   },
-  "templates": "17a365ceb55d64adc5303cba23fb0a26b5f96d6809e0a3cd708324d29da9bf20"
+  "templates": "45f7d68bd1b59a70181b89fe6384fa21365cb3be8a3ba9ffd3ee434ab90d98b7"
  },
- "tag": "release-2026-10-27.2"
+ "tag": "release-2026-10-28.1"
 }
diff --git a/tools/fetch.py b/tools/fetch.py
index 08f428fa89177e3269b18efa8729d297e55009ce..f006dc536179a1ab2f8fc86545adbccbc4775d77 100644
--- a/tools/fetch.py
+++ b/tools/fetch.py
@@ -22,7 +22,8 @@ source, domain or form name that the catalog does not have stops the run with on
 names (exit code 2).
 
 Default profile (the criteria the task builders apply; --all turns all of them off, each has its own option):
-  duplicate       a duplicate copy of another row (meta/duplicates.parquet)          --keep-duplicates
+  duplicate       a duplicate copy of another row of the selection: the same content
+                  or natural key, judged over the rows the other criteria keep       --keep-duplicates
   benchmark       matched a benchmark: a copy of benchmark data (meta/bench_overlap.parquet)
                   or a row of a collection awaiting a ruling (meta/bench_checked.parquet,
                   scope container); --allow-benchmark also keeps the next one         --allow-benchmark
@@ -144,8 +145,8 @@ index repository at the commit read, and the zstandard package for --decompress
 
 What is read: meta/catalog.parquet (one row per source) first; then, for the sources it resolves, their data files
 (data/<source>/*/*.parquet, or with --tag only the batches that carry the tags) and only their rows of
-meta/batches.parquet, meta/duplicates.parquet, meta/bench_overlap.parquet and meta/bench_checked.parquet (these
-tables are sorted by source, so a filtered read over HTTP touches few of their row groups), and
+meta/batches.parquet, meta/bench_overlap.parquet and meta/bench_checked.parquet (these tables are sorted by
+source, so a filtered read over HTTP touches few of their row groups), and
 meta/sources.json. meta/tags.parquet is read only with --tag. Those reads run in parallel; a selection whose
 sources hold at most LOCAL_ROWS rows by the catalog is copied into memory once, a larger one is read in place.
 
@@ -172,13 +173,12 @@ source bundles): the range is one gzip member, decompressed and checked against
 trailer. Single lichess games (rows with a game id): the public export API, one request per second and a full
 minute of waiting after HTTP 429; rows without a game id are fetched as the files they point to.
 
-The duplicates table is large (about 4 GB). When the repository has meta/duplicates_summary.json (row counts,
-columns and one file per source under meta/duplicates/), only the files of the selected sources are read;
-otherwise only the rows of the selected sources of meta/duplicates.parquet are read.
-
-The duplicate criterion: of rows with the same hash one copy is kept; rows of a superseded snapshot are removed;
-of rows that share a natural key (source, uri, range_offset, member_path) but differ in content, only the one
-from the latest batch is kept, and its manifest line says natural_key_conflict. The benchmark criterion: rows
+The duplicate criterion has no table: it is resolved here, over your own selection, after every other criterion
+(DuckDB window functions over the rows the others keep, so the copy kept is one you get). Of rows that share a
+natural key (source, uri, range_offset, member_path) only the one from the latest batch is kept, and its manifest
+line says natural_key_conflict; rows of a superseded snapshot are removed; of rows with the same sha256, sha1 or
+md5 (md5 with the same size) one copy is kept, the first by the source's registry order, then source, batch and
+place. A selection of one source keeps its rows whose copy is in another source. The benchmark criterion: rows
 found in public benchmark tasks (meta/bench_overlap.parquet, hit classes benchmark_copy, task_file and
 data_address, by row or by whole collection) and rows of collections awaiting a ruling are removed as matched a
 benchmark; rows whose data file is not listed in meta/bench_checked.parquet as compared are removed apart, as not
@@ -342,8 +342,8 @@ SPILL_DIR = ".fetch_spill"
 # hit a limit, raise them if they still do.
 HTTP_SETTINGS = {"http_retries": 8, "http_retry_wait_ms": 2000, "http_retry_backoff": 2, "http_timeout": 120}
 REMOTE_THREADS = 4
-# writer side (#268): the tables under meta/ that a reader filters by source (batches, duplicates, bench_overlap,
-# bench_checked, tags) are written sorted by source in row groups of this many rows, so that a filtered read over
+# writer side (#268): the tables under meta/ that a reader filters by source (batches, bench_overlap, bench_checked,
+# tags) are written sorted by source in row groups of this many rows, so that a filtered read over
 # HTTP touches only the row groups of the sources it reads
 META_ROW_GROUP = 32_768
 ZIP_LOCAL_SIG = b"PK\x03\x04"
@@ -478,28 +478,90 @@ def same_key(a: str, b: str = "p") -> str:
             f"AND {a}.member_path IS NOT DISTINCT FROM {b}.member_path")
 
 
-def same_row(a: str, b: str = "p") -> str:
-    """The same row: the same natural key, batch and place in the data files (row_file, row_index)."""
-    return (same_key(a, b) + f" AND {a}.batch = {b}.batch AND {a}.row_file = {b}.row_file "
-            f"AND {a}.row_index = {b}.row_index")
-
-
 def rows_from(files: str) -> str:
     """SELECT over the row tables that adds where each row sits: row_file (the last three parts of the file path,
-    <source>/<batch>/<part file>) and row_index (the row number in that file, from 0). meta/duplicates.parquet
-    names rows by them; reading them costs nothing extra."""
+    <source>/<batch>/<part file>) and row_index (the row number in that file, from 0). The duplicate criterion
+    orders rows by them as the last keys; reading them costs nothing extra."""
     return ("SELECT * EXCLUDE (filename, file_row_number), "
             "regexp_extract(replace(filename, '\\', '/'), '[^/]+/[^/]+/[^/]+$') AS row_file, "
             "file_row_number AS row_index "
             f"FROM read_parquet({files}, union_by_name = true, filename = true, file_row_number = true)")
 
 
-def natural_key_conflict_sql() -> str:
-    """True for a row kept from a natural-key conflict: other rows with the same natural key (source, uri,
-    range_offset, member_path) but different content were removed as reason natural_key, naming this row as the
-    copy kept (the one from the latest batch)."""
-    return ("EXISTS (SELECT 1 FROM d WHERE d.reason = 'natural_key' AND d.keep_source = p.source "
-            "AND d.keep_batch = p.batch AND d.keep_row_file = p.row_file AND d.keep_row_index = p.row_index)")
+# ---------- duplicates, resolved at read time ----------
+# The duplicate criterion runs over the reader's own selection: the rows that pass every other criterion, with
+# DuckDB window functions (dup_sql), so the copy kept is one the reader gets. A row is a duplicate for the first of
+# DUP_REASONS that holds:
+#   natural_key  another row has the same natural key (source, uri, range_offset, member_path) and comes first:
+#                not superseded, then the latest batch, then row_file and row_index (that row has
+#                natural_key_conflict true)
+#   superseded   the row belongs to a snapshot that a newer batch of the same unit replaces (SUPERSEDE: the
+#                source_meta key that names the unit; newer by batch_date_sql, then "revised", then batch name)
+#   same_sha256, same_sha1, same_md5
+#                another row with the same hash and hash scope (md5 also the same size_bytes) comes first in keep
+#                order: rows the first two reasons leave, then the source's registry order (registry_order of
+#                meta/batches.parquet), then source, batch, uri, range_offset, member_path, row_file, row_index
+DUP_REASONS = ("natural_key", "superseded", "same_sha256", "same_sha1", "same_md5")
+DUP_HASHES = (("sha256", 64), ("sha1", 40), ("md5", 32))
+NATURAL_KEY = ("source", "uri", "range_offset", "member_path")
+# source -> the source_meta key that names the unit of a snapshot; of one unit only the newest batch is kept
+SUPERSEDE = {"stackexchange-dump": "site"}
+# the row's own columns the windows read (besides DUP_INPUTS)
+DUP_ROW_COLS = ("source", "batch", "uri", "range_offset", "member_path", "row_file", "row_index", "size_bytes")
+DUP_INPUTS = ("dup_scope",) + tuple(f"dup_{a}" for a, _ in DUP_HASHES) + ("dup_unit", "dup_ord", "dup_date",
+                                                                           "dup_sdate")
+# the working columns dup_sql adds and drops again
+DUP_WORK = ("dup_rev", "dup_sup", "dup_nk_rank", "dup_nk_n") + tuple(f"dup_r_{a}" for a, _ in DUP_HASHES)
+DUP_KEEP = ("dup_sup", "dup_nk_rank > 1", "dup_ord", "source", "batch", "uri", "range_offset", "member_path",
+            "row_file", "row_index")
+
+
+def batch_date_sql(x: str) -> str:
+    """The date in the text x (a batch name) as YYYYMMDD, '' when it has none: the first match of
+    YYYY[-]MM[-]DD."""
+    return f"replace(regexp_extract(coalesce({x}, ''), '[0-9]{{4}}-?[0-9]{{2}}-?[0-9]{{2}}'), '-', '')"
+
+
+def dup_inputs_sql() -> list:
+    """The DUP_INPUTS as SELECT items over p JOIN b: what the hashes cover (hash_scope_sql), the three hashes as
+    lowercase hex, the unit of a SUPERSEDE source, the source's registry order, the date of the batch name and, for
+    a SUPERSEDE source, the date its supersession compares (the batch name's, else the one in source_meta.batch)."""
+    unit = ("CASE p.source " + " ".join(f"WHEN {sql_str(s)} THEN nullif({source_meta_sql(sql_str(k))}, '')"
+                                        for s, k in sorted(SUPERSEDE.items())) + " END")
+    srcs = ", ".join(sql_str(s) for s in sorted(SUPERSEDE))
+    d = batch_date_sql("p.batch")
+    sd = (f"CASE WHEN p.source IN ({srcs}) THEN coalesce(nullif({d}, ''), "
+          f"{batch_date_sql(source_meta_sql(sql_str('batch')))}) ELSE '' END")
+    return ([f"{hash_scope_sql()} AS dup_scope"] + [f"{hash_sql(a)} AS dup_{a}" for a, _ in DUP_HASHES]
+            + [f"{unit} AS dup_unit", "b.registry_order AS dup_ord", f"{d} AS dup_date", f"{sd} AS dup_sdate"])
+
+
+def dup_sql(rows: str) -> str:
+    """The rows of the relation rows (DUP_ROW_COLS, DUP_INPUTS and any other columns), each with duplicate_reason
+    (the first of DUP_REASONS that holds, NULL for a row that is kept) and natural_key_conflict (true for the row
+    kept of a natural key that other rows share), without DUP_INPUTS. Window functions only, over every row of rows:
+    the caller gives the rows the other criteria keep, so the copy kept is one of them. A hash is used when it is
+    lowercase hex of its length (md5 only with a size)."""
+    valid = ", ".join(f"CASE WHEN length(dup_{a}) = {n} AND regexp_full_match(dup_{a}, '[0-9a-f]+')"
+                      + (" AND size_bytes IS NOT NULL" if a == "md5" else "") + f" THEN dup_{a} END AS dup_{a}"
+                      for a, n in DUP_HASHES)
+    nk = ", ".join(NATURAL_KEY)
+    keep = ", ".join(DUP_KEEP)
+    ranks = ", ".join(f"CASE WHEN dup_{a} IS NOT NULL THEN row_number() OVER (PARTITION BY dup_scope, dup_{a}"
+                      + (", size_bytes" if a == "md5" else "") + f" ORDER BY {keep}) END AS dup_r_{a}"
+                      for a, _ in DUP_HASHES)
+    nk_reason, sup_reason, *same = DUP_REASONS
+    reason = (f"CASE WHEN dup_nk_rank > 1 THEN '{nk_reason}' WHEN dup_sup THEN '{sup_reason}' "
+              + " ".join(f"WHEN dup_r_{a} > 1 THEN '{r}'" for (a, _), r in zip(DUP_HASHES, same)) + " END")
+    s1 = f"SELECT * REPLACE ({valid}),\n  contains(lower(batch), 'revised') AS dup_rev\nFROM ({rows})"
+    s2 = ("SELECT *, dup_unit IS NOT NULL AND batch <> arg_max(batch, struct_pack(d := dup_sdate, r := dup_rev, "
+          f"b := batch)) OVER (PARTITION BY source, dup_unit) AS dup_sup\nFROM ({s1})")
+    s3 = (f"SELECT *, row_number() OVER (PARTITION BY {nk} ORDER BY dup_sup, dup_date DESC, dup_rev DESC, "
+          f"batch DESC, row_file, row_index) AS dup_nk_rank,\n  count(*) OVER (PARTITION BY {nk}) AS dup_nk_n\n"
+          f"FROM ({s2})")
+    s4 = f"SELECT *,\n  {ranks}\nFROM ({s3})"
+    return (f"SELECT * EXCLUDE ({', '.join(DUP_INPUTS + DUP_WORK)}),\n  {reason} AS duplicate_reason,\n"
+            f"  dup_nk_n > 1 AND dup_nk_rank = 1 AS natural_key_conflict\nFROM ({s4})")
 
 
 def tag_key_sql() -> str:
@@ -531,22 +593,18 @@ def not_pending_sql(col: str = "checked") -> str:
             f"c.collection = split_part(p.collection, '@', 1))")
 
 
-def default_conditions(*, overlap: bool = True) -> list:
-    """The default filter, one (name, SQL condition) per rule: it removes duplicate copies (meta/duplicates.parquet
-    keeps one copy of each file, and of rows sharing a natural key the one from the latest batch), copies of
-    benchmark data (meta/bench_overlap.parquet) and the rows meta/bench_checked.parquet does not keep by default
-    (column default_keep). Tables: p rows, b batches, d duplicates, o bench_overlap, c bench_checked.
-    License tiers, sizes and versions are not part of it."""
+def default_conditions() -> list:
+    """The row conditions of the default filter, one (name, SQL condition) per rule: they remove copies of benchmark
+    data (meta/bench_overlap.parquet) and the rows meta/bench_checked.parquet does not keep by default (column
+    default_keep). The duplicate copies are removed after them, over the rows they keep (dup_sql). Tables: p rows,
+    b batches, o bench_overlap, c bench_checked. License tiers, sizes and versions are not part of it."""
     rem = ", ".join(sql_str(c) for c in OVERLAP_REMOVE)
-    out = [("not_duplicate", f"NOT EXISTS (SELECT 1 FROM d WHERE {same_row('d')})")]
-    if overlap:
-        out += [("not_in_benchmark_row", f"NOT EXISTS (SELECT 1 FROM o WHERE o.scope = 'row' AND o.hit_class IN ({rem}) "
-                                          f"AND {same_key('o')})"),
-                ("not_in_benchmark_container", f"NOT EXISTS (SELECT 1 FROM o WHERE o.scope = 'container' AND "
-                                                f"o.hit_class IN ({rem}) AND o.source = p.source AND "
-                                                f"o.collection = split_part(p.collection, '@', 1))"),
-                ("checked_for_benchmarks", checked_sql("default_keep"))]
-    return out
+    return [("not_in_benchmark_row", f"NOT EXISTS (SELECT 1 FROM o WHERE o.scope = 'row' AND o.hit_class IN ({rem}) "
+                                      f"AND {same_key('o')})"),
+            ("not_in_benchmark_container", f"NOT EXISTS (SELECT 1 FROM o WHERE o.scope = 'container' AND "
+                                            f"o.hit_class IN ({rem}) AND o.source = p.source AND "
+                                            f"o.collection = split_part(p.collection, '@', 1))"),
+            ("checked_for_benchmarks", checked_sql("default_keep"))]
 
 
 def tag_condition(tags) -> str:
@@ -558,7 +616,9 @@ def tag_condition(tags) -> str:
 
 # The criteria of the default profile, in the order a removed unit is counted under (the first one it fails), each
 # with the option that relaxes it and the reason a removed unit is reported with. --all turns them all off;
-# --allow-benchmark also turns off "not compared".
+# --allow-benchmark also turns off "not compared". The duplicate criterion is judged last, over the units every other
+# criterion keeps (dup_sql), so a unit it removes failed no other criterion and the copy it keeps is one the reader
+# gets.
 CRITERIA = ("duplicate", "benchmark", "not compared", "license", "language", "personal data", "size")
 RELAX = {"duplicate": "keep_duplicates", "benchmark": "allow_benchmark", "not compared": "allow_not_compared",
          "license": "any_license", "language": "any_language", "personal data": "allow_personal_data",
@@ -603,9 +663,10 @@ def personal_ok_sql() -> str:
 
 def profile_conditions(relaxed=()) -> list:
     """The criteria of the default profile that are on, [(name, SQL condition that is true when the row passes)], in
-    CRITERIA order. Tables: p rows, b batches, d duplicates, o bench_overlap, c bench_checked, s catalog."""
+    CRITERIA order; the duplicate criterion has no row condition (None): cand_steps applies dup_sql over the rows the
+    others keep. Tables: p rows, b batches, o bench_overlap, c bench_checked, s catalog."""
     dc = dict(default_conditions())
-    sql = {"duplicate": dc["not_duplicate"],
+    sql = {"duplicate": None,
            "benchmark": " AND ".join(f"({x})" for x in (dc["not_in_benchmark_row"], dc["not_in_benchmark_container"],
                                                          not_pending_sql("default_keep"))),
            "not compared": checked_file_sql("default_keep"),
@@ -681,14 +742,12 @@ def fetch_order() -> str:
 
 
 def build_where(*, tags=(), exts=(), sources=(), tiers=None, min_size=None, max_size=None, where=None,
-                default=True, overlap=True, max_size_filter=None, domains=(), forms=()) -> list:
-    """The WHERE conditions of the selection. max_size is accepted for older callers and ignored: a size cap
-    applies when fetching (select_sql), it does not remove rows. max_size_filter removes the rows whose known
-    size is larger (rows of unknown size stay). domains and forms keep the rows of the sources that match them in
-    meta/catalog.parquet (view s, catalog_condition)."""
+                max_size_filter=None, domains=(), forms=()) -> list:
+    """Your own WHERE conditions of the selection (the default profile is apart: profile_conditions and cand_steps).
+    max_size is accepted for older callers and ignored: a size cap applies when fetching (cand_steps), it does not
+    remove rows. max_size_filter removes the rows whose known size is larger (rows of unknown size stay). domains and
+    forms keep the rows of the sources that match them in meta/catalog.parquet (view s, catalog_condition)."""
     conds = []
-    if default:
-        conds += [c for _, c in default_conditions(overlap=overlap)]
     if tiers is not None:
         conds.append(f"{tier_sql()} IN ({', '.join(sql_str(t) for t in tiers)})")
     if min_size is not None:
@@ -722,101 +781,18 @@ def _batch_files(root: str, batches) -> str:
     return "[" + ", ".join(sql_str(f"{root}/data/{s}/{b}/*.parquet") for s, b in batches) + "]"
 
 
-# The duplicate list split by source (written at publish time next to meta/duplicates.parquet):
-#   meta/duplicates_summary.json  {"schema": "duplicates_summary/1", "rows": n, "columns": [[name, duckdb type]],
-#       "by_reason": {reason: n}, "pairs": [[source, keep_source, n]],
-#       "shards": {source: {"path": "meta/duplicates/<file>.parquet", "rows": n, "sha256": hex}}}
-#   meta/duplicates/<file>.parquet  the rows of duplicates.parquet whose source is that source; <file> is the source
-#       name when it matches [A-Za-z0-9][A-Za-z0-9._-]*, else "x-" and the hex of its UTF-8 bytes.
-# A selection limited to sources N reads the shards of N and of every source s with a pair (s, k) where k is in N,
-# and keeps the rows with source or keep_source in N; without a limit it reads every shard.
-DUP_SCHEMA = "duplicates_summary/1"
-DUP_SUMMARY = "meta/duplicates_summary.json"
-DUP_SHARD_DIR = "meta/duplicates"
-DUP_OLD = "meta/duplicates.parquet"
-
-
-def dup_needed_shards(summary: dict, sources=None) -> list:
-    """The shard paths a selection limited to sources needs (sorted); every shard when sources is None."""
-    shards = summary.get("shards") or {}
-    if sources is None:
-        return sorted(v["path"] for v in shards.values())
-    want = set(sources)
-    need = set(want) | {s for s, k, _ in summary.get("pairs") or [] if k in want}
-    return sorted(shards[s]["path"] for s in need if s in shards)
-
-
-def dup_empty_sql(summary: dict) -> str:
-    """A SELECT with the shard columns and no rows (for a selection that needs no shard)."""
-    cols = summary.get("columns") or [["source", "VARCHAR"], ["keep_source", "VARCHAR"]]
-    return "SELECT " + ", ".join(f"CAST(NULL AS {t}) AS {n}" for n, t in cols) + " WHERE false"
-
-
-def load_dup_summary(root: str, opener=None, timeout: float = 60):
-    """meta/duplicates_summary.json of root, or None when the root has none (a
-    local copy without the file, or a 404 from the server). Other read errors raise."""
-    if not is_remote(root):
-        f = Path(root, DUP_SUMMARY)
-        if not f.is_file():
-            return None
-        with open(f, "rb") as fh:
-            summary = json.loads(read_bounded(fh, DUP_SUMMARY_CAP, DUP_SUMMARY))
-    else:
-        url = to_http(f"{root}/{DUP_SUMMARY}")
-        token = os.environ.get("HF_TOKEN")
-        headers = ({"Authorization": "Bearer " + token}
-                   if token and urllib.parse.urlsplit(url).hostname == "huggingface.co" else {})
-        try:
-            with (opener or open_url)(url, timeout, headers=headers) as r:
-                summary = json.loads(read_bounded(r, DUP_SUMMARY_CAP, DUP_SUMMARY))
-        except urllib.error.HTTPError as e:
-            if e.code == 404:
-                return None
-            raise
-    return summary
-
-
-DUP_SUMMARY_CAP = 64 << 20
-
-
-def dup_view_sql(root: str, summary, names=None) -> str:
-    """The SELECT of view d. summary None: the whole meta/duplicates.parquet (filtered to the rows of names when
-    given). Otherwise only the shards of names, filtered the same way. The rows of the other sources are not
-    needed: a duplicate is matched on its own source (same_row), and a natural-key conflict keeps a row of the
-    same source (the natural key includes the source). The table is sorted by source, so the filter reads few row
-    groups."""
-    keep2 = ""
-    if names is not None:
-        q = ", ".join(sql_str(x) for x in sorted(names)) or "NULL"
-        keep2 = f" WHERE source IN ({q})"
-    if summary is None:
-        return f"SELECT * FROM read_parquet({sql_str(root + '/' + DUP_OLD)}){keep2}"
-    shards = summary.get("shards") or {}
-    files = sorted(v["path"] for s, v in shards.items() if names is None or s in set(names))
-    if not files:
-        return dup_empty_sql(summary)
-    lst = "[" + ", ".join(sql_str(f"{root}/{f}") for f in files) + "]"
-    return f"SELECT * FROM read_parquet({lst}, union_by_name = true){keep2}"
-
-
-def views_sql(root: str, *, sources=(), batches=None, dup=None, dup_sources=None, domains=(), forms=()) -> list:
-    """The views p (rows), b, d, o, t, c, and s (meta/catalog.parquet: source, domain, form, pii_level, spdx, files),
+def views_sql(root: str, *, sources=(), batches=None, domains=(), forms=()) -> list:
+    """The views p (rows), b, o, t, c, and s (meta/catalog.parquet: source, domain, form, pii_level, spdx, files),
     as --print-sql shows them (a run reads the same tables filtered to its sources, table_steps). batches:
-    (source, batch) pairs (tag_batches); when given, p reads only the data files of those batches and d, o, t hold
+    (source, batch) pairs (tag_batches); when given, p reads only the data files of those batches and o, t hold
     only the rows of their sources (every condition of the default filter and of the tags joins them on the row's
-    source). dup: the duplicates summary (load_dup_summary); when given, d reads only the shards the sources of the
-    selection need (the batches' sources, else dup_sources), otherwise d reads meta/duplicates.parquet as before."""
+    source). Duplicates have no table: dup_sql finds them among the rows read."""
     rows = rows_from(_batch_files(root, batches) if batches else _data_files(root, sources))
     keep = ""
-    dnames = None
     if batches:
-        dnames = {s for s, _ in batches}
-        keep = f" WHERE source IN ({', '.join(sql_str(s) for s in sorted(dnames))})"
-    elif dup is not None and dup_sources is not None:
-        dnames = set(dup_sources)
+        keep = f" WHERE source IN ({', '.join(sql_str(s) for s in sorted({s for s, _ in batches}))})"
     out = [f"CREATE OR REPLACE VIEW p AS {rows}",
            f"CREATE OR REPLACE VIEW b AS SELECT * FROM read_parquet({sql_str(root + '/meta/batches.parquet')})",
-           f"CREATE OR REPLACE VIEW d AS {dup_view_sql(root, dup, dnames)}",
            f"CREATE OR REPLACE VIEW o AS SELECT * FROM read_parquet({sql_str(root + '/meta/bench_overlap.parquet')}){keep}",
            f"CREATE OR REPLACE VIEW t AS SELECT * FROM read_parquet({sql_str(root + '/meta/tags.parquet')}){keep}",
            f"CREATE OR REPLACE VIEW c AS SELECT * FROM read_parquet({sql_str(root + '/meta/bench_checked.parquet')})",
@@ -902,10 +878,10 @@ def resolve_sources(con, root: str, *, domains=(), forms=(), sources=()) -> list
     return found
 
 
-def table_steps(root: str, sources, *, batches=None, dup=None, tags=(), everything: bool = False,
+def table_steps(root: str, sources, *, batches=None, tags=(), everything: bool = False,
                 local_rows: bool = False) -> dict:
     """{table: statement} that read only what the selection needs, run in parallel (read_parallel): p0 the rows (a
-    table when local_rows, else a view; complete_rows then makes the view p over it), and of b, d, o, c (and t with
+    table when local_rows, else a view; complete_rows then makes the view p over it), and of b, o, c (and t with
     tags) only the rows of sources. batches:
     (source, batch) pairs (tag_batches); when given, p reads only their data files. everything: every source is
     selected, so nothing is filtered."""
@@ -918,7 +894,6 @@ def table_steps(root: str, sources, *, batches=None, dup=None, tags=(), everythi
     files = _batch_files(root, batches) if batches else _data_files(root, () if everything else names)
     out = {"p": f"CREATE OR REPLACE {'TABLE' if local_rows else 'VIEW'} p0 AS {rows_from(files)}",
            "b": f"CREATE OR REPLACE TABLE b AS {meta('batches')}",
-           "d": f"CREATE OR REPLACE TABLE d AS {dup_view_sql(root, dup, None if everything else names)}",
            "o": f"CREATE OR REPLACE TABLE o AS {meta('bench_overlap')}",
            "c": f"CREATE OR REPLACE TABLE c AS {meta('bench_checked')}"}
     if tags:
@@ -1009,29 +984,17 @@ def tag_batches(con, root: str, tags, sources=()) -> list:
     return pairs
 
 
-def select_sql(conds: list, limit: int | None = None, max_size: int | None = None) -> str:
-    """The rows to fetch, each with size_cap_bytes (the most bytes written for the row: --max-size when given,
-    otherwise the overall cap of its batch), batch_cap_bytes (the most bytes downloaded for a whole package or read
-    from a solid 7z block: the larger of the two) and natural_key_conflict (natural_key_conflict_sql)."""
-    cap = str(int(max_size)) if max_size is not None else "b.max_size_bytes"
-    whole = str(int(max_size)) if max_size is not None else "b.max_size_bytes"
-    sql = (f"SELECT p.*, {cap} AS size_cap_bytes, {whole} AS batch_cap_bytes, "
-           f"{natural_key_conflict_sql()} AS natural_key_conflict "
-           "FROM p JOIN b ON b.source = p.source AND b.batch = p.batch")
-    if conds:
-        sql += "\nWHERE " + "\n  AND ".join(conds)
-    sql += f"\nORDER BY {fetch_order()}"
-    if limit is not None:
-        sql += f"\nLIMIT {int(limit)}"
-    return sql
-
-
 def cand_steps(conds: list, profile: list, max_size: int | None = None, size_cap: int | None = None) -> list:
     """The first part of the selection: table fetch_cand, one line per row that passes conds (your own conditions)
     with where it sits, its unit (unit_sql, NULL for a companion), its role, the unit's order key (unit_key_sql), its
-    caps and fail, the 1-based number in CRITERIA of the first criterion of profile it fails (NULL: it passes all);
-    then fetch_units, one line per unit with the first criterion any of its rows fails. size_cap (the profile's
-    20 MB) lowers the cap of a row whose batch cap is larger; max_size replaces both."""
+    caps, natural_key_conflict and fail, the 1-based number in CRITERIA of the first criterion of profile it fails
+    (NULL: it passes all); then fetch_units, one line per unit with the first criterion any of its rows fails.
+    size_cap (the profile's 20 MB) lowers the cap of a row whose batch cap is larger; max_size replaces both.
+    The duplicate criterion (in profile with no row condition) is judged last: fetch_cand0 holds the rows with the
+    other criteria and the columns dup_sql reads, and dup_sql runs over the rows whose unit (or, for a companion
+    file, the row itself) fails none of them, so the copy kept is one the reader gets; a row it removes fails the
+    duplicate criterion. natural_key_conflict is true only for a row whose natural key the duplicate criterion
+    removed from other rows."""
     if max_size is not None:
         cap = str(int(max_size))
     elif size_cap is not None:
@@ -1040,18 +1003,36 @@ def cand_steps(conds: list, profile: list, max_size: int | None = None, size_cap
         cap = "b.max_size_bytes"
     whole = str(int(max_size)) if max_size is not None else "b.max_size_bytes"
     rank = {n: i + 1 for i, n in enumerate(CRITERIA)}
-    fail = ("CASE " + " ".join(f"WHEN NOT coalesce({c}, false) THEN {rank[n]}" for n, c in profile) + " END"
-            if profile else "CAST(NULL AS INTEGER)")
-    cand = (f"CREATE OR REPLACE TEMP TABLE fetch_cand AS SELECT p.row_file, p.row_index, p.source, {role_sql()} AS role, "
-            f"{unit_sql()} AS unit, {unit_key_sql()} AS unit_key, {fetch_order()} AS fetch_key, "
-            f"{cap} AS size_cap_bytes, {whole} AS batch_cap_bytes, {natural_key_conflict_sql()} AS natural_key_conflict, "
-            f"{fail} AS fail FROM p JOIN b ON b.source = p.source AND b.batch = p.batch")
+    rows = [(n, c) for n, c in profile if c is not None]
+    dedup = len(rows) < len(profile)
+    fail = ("CASE " + " ".join(f"WHEN NOT coalesce({c}, false) THEN {rank[n]}" for n, c in rows) + " END"
+            if rows else "CAST(NULL AS INTEGER)")
+    base = ("row_file", "row_index", "source", "role", "unit", "unit_key", "fetch_key", "size_cap_bytes",
+            "batch_cap_bytes")
+    head = (f"SELECT p.row_file, p.row_index, p.source, {role_sql()} AS role, {unit_sql()} AS unit, "
+            f"{unit_key_sql()} AS unit_key, {fetch_order()} AS fetch_key, {cap} AS size_cap_bytes, "
+            f"{whole} AS batch_cap_bytes, {fail} AS fail")
+    if dedup:
+        head += ", " + ", ".join([f"p.{c}" for c in DUP_ROW_COLS if c not in base] + dup_inputs_sql())
+    else:
+        head += ", false AS natural_key_conflict"
+    cand = (f"CREATE OR REPLACE TEMP TABLE {'fetch_cand0' if dedup else 'fetch_cand'} AS {head} "
+            "FROM p JOIN b ON b.source = p.source AND b.batch = p.batch")
     if conds:
         cand += "\nWHERE " + "\n  AND ".join(conds)
-    units = ("CREATE OR REPLACE TEMP TABLE fetch_units AS SELECT source, unit, min(unit_key) AS unit_key, "
-             "min(fail) AS fail, count(*) AS files FROM fetch_cand WHERE unit IS NOT NULL GROUP BY source, unit")
-    return [cand, units]
-
+    out = [cand]
+    if dedup:
+        keep = ("c.fail IS NULL AND NOT EXISTS (SELECT 1 FROM fetch_cand0 f WHERE f.fail IS NOT NULL "
+                "AND f.source = c.source AND f.unit = c.unit)")
+        cols = ", ".join(base)
+        out += [f"CREATE OR REPLACE TEMP TABLE fetch_cand AS SELECT {cols}, natural_key_conflict, "
+                f"CASE WHEN duplicate_reason IS NOT NULL THEN {rank['duplicate']} ELSE fail END AS fail "
+                f"FROM ({dup_sql(f'SELECT c.* FROM fetch_cand0 c WHERE {keep}')})\n"
+                f"UNION ALL SELECT {cols}, false, fail FROM fetch_cand0 c WHERE NOT ({keep})",
+                "DROP TABLE fetch_cand0"]
+    out.append("CREATE OR REPLACE TEMP TABLE fetch_units AS SELECT source, unit, min(unit_key) AS unit_key, "
+               "min(fail) AS fail, count(*) AS files FROM fetch_cand WHERE unit IS NOT NULL GROUP BY source, unit")
+    return out
 
 def take_steps(limit: int | None = None, sample: int | None = None, every: bool = False) -> list:
     """The second part: fetch_take, the units kept (every row passes), at most sample per source and limit in all,
@@ -1094,7 +1075,7 @@ def take_steps(limit: int | None = None, sample: int | None = None, every: bool
 
 
 def select_steps(conds: list, limit: int | None = None, max_size: int | None = None) -> list:
-    """The selection of select_sql with no profile and every row its own unit, as statements (cand_steps and
+    """The rows that pass conds with no profile and every row its own unit, as statements (cand_steps and
     take_steps; kept for callers of earlier versions)."""
     return cand_steps(conds, [], max_size) + take_steps(limit)
 
@@ -3890,14 +3871,14 @@ def main(argv=None, *, opener=open_url, sleep=time.sleep) -> int:
     profile = profile_conditions(relaxed)
     size_cap = None if "size" in relaxed else PROFILE_MAX_BYTES
     conds = build_where(tags=tags, exts=args.ext or (), tiers=args.tier, min_size=args.min_size, where=args.where,
-                        default=False, max_size_filter=args.max_size_filter)
+                        max_size_filter=args.max_size_filter)
     tag_rev = args.revision if args.revision and not re.fullmatch(r"[0-9a-f]{40}", args.revision) else None
     if args.revision and not tag_rev:
         root = pin_root(root, revision=lambda repo: args.revision)
     if args.print_sql:
         if tag_rev:
             root = pin_root(root, revision=lambda repo: tag_rev, ref_ok=True)
-        sel = build_where(sources=args.source or (), domains=domains, forms=forms, default=False)
+        sel = build_where(sources=args.source or (), domains=domains, forms=forms)
         print(";\n".join(views_sql(root, sources=args.source or (), domains=domains, forms=forms)) + ";")
         print(";\n".join([*cand_steps(sel + conds, profile, args.max_size, size_cap),
                           *take_steps(args.limit, args.sample), part_query()]) + ";")
@@ -3974,10 +3955,6 @@ def main(argv=None, *, opener=open_url, sleep=time.sleep) -> int:
                 rows = sum(int((cat.get(s) or {}).get("files") or 0) for s in names)
                 jobs = table_steps(root, sources, batches=batches, tags=tags, everything=everything,
                                    local_rows=rows <= LOCAL_ROWS)
-                dsel = None if everything else names
-                jobs["d"] = lambda cur: cur.execute(
-                    f"CREATE OR REPLACE TABLE d AS "
-                    f"{dup_view_sql(root, load_dup_summary(root, opener if opener is not open_url else None), dsel)}")
                 jobs["specs"] = lambda cur: load_entries(cur, root, None if everything else names)
                 entries = read_parallel(con, jobs)["specs"]
                 complete_rows(con)