diff --git a/docs/requirements.txt b/docs/requirements.txt
index e528a76b..1b277347 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -11,14 +11,14 @@ pyarrow
 more-itertools
 urllib3>=2.0.7
 tqdm>=4.66.1
-seqpro>=0.3.1
+seqpro>=0.23
 cyvcf2>=0.30.28
 pybigwig>=0.3.22
 einops>=0.7.0
 typer>=0.11.0
 tbb>=2021.12.0
 joblib>=1.3.2
-genoray>=3.4.0,<5
+genoray>=6.0.1,<7
 awkward
 # doc dependencies
 sphinx>=7.3
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   requires_python: '>=3.10'
+- pypi: https://files.pythonhosted.org/packages/c4/cb/b324c91b94fcdefa20f649b63c2592ada833797341cbffecb6e6da8ac8bb/seqpro-0.23.0-cp39-abi3-macosx_11_0_arm64.whl
+  name: seqpro
+  version: 0.23.0
+  sha256: 133e04df8325c5285a85c7fff9607f02d0879fb9e3511e832f4d28ad52f6bc60
+  requires_dist:
+  - numba>=0.58.1
+  - numpy>=1.26.0
+  - polars>=1.21.0,<2
+  - pyranges>=0.1.3,<0.2
+  - pandera>=0.31.1
+  - pandas
+  - pyarrow
+  - natsort
+  - narwhals>=2.20.0
+  - setuptools>=70
+  - awkward>=2.5.0
+  - polars-config-meta[polars]>=0.3.2
+  - attrs
+  requires_python: '>=3.10'
 - pypi: https://files.pythonhosted.org/packages/c4/ea/066ce356c5df3c2d42b72801f768d41bf691f58f6d2a90f6334fbed39785/pysam-0.24.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl
   name: pysam
   version: 0.24.0
@@ -16235,40 +16216,6 @@ packages:
   version: 3.0.1
   sha256: 6cd7b3897da8d6c9ffb968a6781fa6532dce9c3618a4b127d920dab764a19064
   requires_python: '!=3.0.*,!=3.1.*,!=3.2.*'
-- pypi: https://files.pythonhosted.org/packages/c9/87/a51030071ed0e4a9a9a411420d671353a1a5ea834b3e53091e2de44d4e48/genoray-5.0.0-cp310-abi3-manylinux_2_28_x86_64.whl
-  name: genoray
-  version: 5.0.0
-  sha256: 1acf4a99c9afb196cfe8c9c53ad3e82668d092c6c72626c5ff6777f080afa07e
-  requires_dist:
-  - seqpro>=0.21.1,<0.23
-  - numpy>=1.26
-  - pandas>=2.2.3
-  - hirola>=0.3.0
-  - pgenlib>=0.91.0
-  - cyvcf2>=0.31.1
-  - pysam>=0.22
-  - polars>=1.37.1
-  - polars-bio>=0.20.1,<0.34
-  - rich>=13
-  - typing-extensions>=4.14
-  - pyarrow>=21
-  - tqdm>=4.65
-  - phantom-types>=3
-  - more-itertools>=10
-  - loguru>=0.7.0
-  - attrs
-  - awkward
-  - numba
-  - cyclopts
-  - zstandard
-  - pydantic
-  - oxbow>=0.5.1,<0.6
-  - joblib>=1.4.2,<2
-  - joblib-progress>=1.0.6,<2
-  - filelock>3,<4
-  - scipy>=1.10
-  - pooch>=1.7
-  requires_python: '>=3.10,<3.15'
 - pypi: https://files.pythonhosted.org/packages/ca/d0/411c82285a7586e97326020f6b5ecbc2f2ffcbef72aa108c897de1b0a540/pandera-0.32.1-py3-none-any.whl
   name: pandera
   version: 0.32.1
@@ -17149,6 +17096,25 @@ packages:
   version: '2026.3'
   sha256: dc096730c87af6cab1b171c9d532be840741ff5d459015e7f6947bd7d7e54931
   requires_python: '>=2'
+- pypi: https://files.pythonhosted.org/packages/e5/a0/f6780817d85a4b57b25dec5d534f3de9d76effef2a05c738363f6b1555b7/seqpro-0.23.0-cp39-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
+  name: seqpro
+  version: 0.23.0
+  sha256: 2328abf0a782d04818a488bc25f97ee7e44f7130f07d2988e5f0363d4d840916
+  requires_dist:
+  - numba>=0.58.1
+  - numpy>=1.26.0
+  - polars>=1.21.0,<2
+  - pyranges>=0.1.3,<0.2
+  - pandera>=0.31.1
+  - pandas
+  - pyarrow
+  - natsort
+  - narwhals>=2.20.0
+  - setuptools>=70
+  - awkward>=2.5.0
+  - polars-config-meta[polars]>=0.3.2
+  - attrs
+  requires_python: '>=3.10'
 - pypi: https://files.pythonhosted.org/packages/e6/34/ebdc18bae6aa14fbee1a08b63c015c72b64868ff7dae68808ab500c492e2/tinycss2-1.4.0-py3-none-any.whl
   name: tinycss2
   version: 1.4.0
@@ -17178,6 +17144,40 @@ packages:
   - pytest-cov ; extra == 'tests'
   - pytest-xdist ; extra == 'tests'
   requires_python: '>=3.8'
+- pypi: https://files.pythonhosted.org/packages/e7/92/35dd3936a430c3f14bdd1a5b75f15f7ddccae79ef5e10087dc9e7a85089d/genoray-6.0.1-cp310-abi3-macosx_11_0_arm64.whl
+  name: genoray
+  version: 6.0.1
+  sha256: 543b41fbebb2645e46ef54dbd0eb15b026baad14545a1ffe86fe780755af73b6
+  requires_dist:
+  - seqpro>=0.21.1,<0.24
+  - numpy>=1.26
+  - pandas>=2.2.3
+  - hirola>=0.3.0
+  - pgenlib>=0.91.0
+  - cyvcf2>=0.31.1
+  - pysam>=0.22
+  - polars>=1.37.1
+  - polars-bio>=0.20.1,<0.34
+  - rich>=13
+  - typing-extensions>=4.14
+  - pyarrow>=21
+  - tqdm>=4.65
+  - phantom-types>=3
+  - more-itertools>=10
+  - loguru>=0.7.0
+  - attrs
+  - awkward
+  - numba
+  - cyclopts
+  - zstandard
+  - pydantic
+  - oxbow>=0.5.1,<0.6
+  - joblib>=1.4.2,<2
+  - joblib-progress>=1.0.6,<2
+  - filelock>3,<4
+  - scipy>=1.10
+  - pooch>=1.7
+  requires_python: '>=3.10,<3.15'
 - pypi: https://files.pythonhosted.org/packages/e7/e7/80988e32bf6f73919a113473a604f5a8f09094de312b9d52b79c2df7612b/jupyter_core-5.9.1-py3-none-any.whl
   name: jupyter-core
   version: 5.9.1
diff --git a/pixi.toml b/pixi.toml
index 17715a7f..91261516 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -101,14 +101,14 @@ numba = "==0.59.1"
 [feature.py310.pypi-dependencies]
 pyarrow = ">=21"
 hirola = "==0.3"
-seqpro = "==0.22.0"
-# genoray >=5 as the prebuilt abi3 wheel from PyPI — one cp310-abi3 wheel covers
+seqpro = "==0.23.0"
+# genoray >=6 as the prebuilt abi3 wheel from PyPI — one cp310-abi3 wheel covers
 # py310-313 on both platforms. 5.0.0 carries
 # SparseVar2._find_ranges_chunked_sparse, the sparse chunked range API
 # _write_from_svar2 consumes (gvl#405), and the keyword-only, struct-grouped
 # _core pipeline entry points the test fixtures call (d-laub/genoray#153, #200).
-# Mirrors the pyproject range.
-genoray = ">=5,<6"
+# 6.0.1 is the first release that allows seqpro 0.23. Mirrors the pyproject range.
+genoray = ">=6.0.1,<7"
 polars = "==1.37.1"
 loguru = "*"
 natsort = "*"
diff --git a/pyproject.toml b/pyproject.toml
index df2878c4..c3405a77 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,14 +10,16 @@ readme = "README.md"
 license = { file = "LICENSE.txt" }
 requires-python = ">=3.10,<3.14" # >= 3.14 blocked by pyarrow/genoray
 dependencies = [
-    "seqpro>=0.22",
+    "seqpro>=0.23",
     # >=5 carries SparseVar2._find_ranges_chunked_sparse, the sparse chunked
     # range API _write_from_svar2 consumes (gvl#405), and the keyword-only,
     # struct-grouped _core pipeline entry points the test fixtures call
     # (d-laub/genoray#153, #200). 5.0.0's breaking changes -- the GENORAY_*
     # environment variables, SparseVar2.from_vcf(reader_workers=) and
-    # resolve_log_level -- are all on APIs GVL never calls.
-    "genoray>=5,<6",
+    # resolve_log_level -- are all on APIs GVL never calls. 6.0.0's only
+    # breaking change drops the dense find_ranges_chunk path GVL no longer
+    # uses; >=6.0.1 is the first genoray that allows seqpro 0.23.
+    "genoray>=6.0.1,<7",
     "numpy",
     "loguru",
     "natsort",