diff --git a/.github/AGENTS.md b/.github/AGENTS.md
index 47f0a9b..985782a 100644
--- a/.github/AGENTS.md
+++ b/.github/AGENTS.md
@@ -3,7 +3,7 @@
 CI/CD workflows, automation, security scanning, and package distribution.
 
 ## Workflows
-All build/test workflows cover Python 3.10-3.15 plus free-threaded 3.14t.
+All build/test workflows cover Python 3.10-3.15 plus free-threaded 3.14t and 3.15t.
 
 - **conda-package.yml** — main build/test pipeline (Linux/Windows)
 - **conda-package-cf.yml** — build/test using only conda-forge channel (Linux/Windows)
@@ -17,9 +17,9 @@ All build/test workflows cover Python 3.10-3.15 plus free-threaded 3.14t.
 - Keep build matrix (Python versions, platforms) in workflow files only
 - Required checks: conda build + test on supported Python versions/platforms in CI
 - Python 3.14 is expressed as two `include` rows carrying `python_spec` (`3.14.* *_cp314` and `3.14.* *_cp314t`); a bare `--python 3.14` has been observed to select the free-threaded ABI and must not be relied on
-- Python 3.15 is GIL-only for now (conda-forge's `python315` migration ships `*_cp315` but not `*_cp315t`); conda jobs pin the ABI explicitly with `python_spec: '3.15.* *_cp315'` to stay robust if a free-threaded `3.15t` build appears later
+- Python 3.15 follows the same pattern as 3.14: two `include` rows with `python_spec` `3.15.* *_cp315` and `3.15.* *_cp315t`
 - `include` rows create new matrix combinations and inherit nothing, so `experimental` must be repeated wherever the job reads them
-- Artifact naming: `$PACKAGE_NAME $OS Python $VERSION`, where `$VERSION` is `python_tag` (`3.14`, `3.14t`, or `3.15`) when set, otherwise `python`
+- Artifact naming: `$PACKAGE_NAME $OS Python $VERSION`, where `$VERSION` is `python_tag` (`3.14`, `3.14t`, `3.15`, or `3.15t`) when set, otherwise `python`
 - Channels: `conda-forge`, Intel channel
 
 ## Security
diff --git a/.github/workflows/build-with-clang.yml b/.github/workflows/build-with-clang.yml
index 45ad520..be5a500 100644
--- a/.github/workflows/build-with-clang.yml
+++ b/.github/workflows/build-with-clang.yml
@@ -16,7 +16,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python: ["3.10", "3.11", "3.12", "3.13", "3.14", "3.14t", "3.15"]
+        python: ["3.10", "3.11", "3.12", "3.13", "3.14", "3.14t", "3.15", "3.15t"]
 
     env:
       ONEAPI_ROOT: /opt/intel/oneapi
@@ -48,8 +48,6 @@ jobs:
         uses: actions/setup-python@5fda3b95a4ea91299a34e894583c3862153e4b97 # v7.0.0
         with:
           python-version: ${{ matrix.python }}
-          # allow the 3.15 release candidate until 3.15 is final
-          allow-prereleases: true
           architecture: x64
 
       - name: Checkout repo
diff --git a/.github/workflows/build-with-standard-clang.yml b/.github/workflows/build-with-standard-clang.yml
index c1709b5..8d3fa5b 100644
--- a/.github/workflows/build-with-standard-clang.yml
+++ b/.github/workflows/build-with-standard-clang.yml
@@ -15,7 +15,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python: ["3.10", "3.11", "3.12", "3.13", "3.14", "3.14t", "3.15"]
+        python: ["3.10", "3.11", "3.12", "3.13", "3.14", "3.14t", "3.15", "3.15t"]
 
     env:
       COMPILER_ROOT: /usr/bin
@@ -39,8 +39,6 @@ jobs:
         uses: actions/setup-python@5fda3b95a4ea91299a34e894583c3862153e4b97 # v7.0.0
         with:
           python-version: ${{ matrix.python }}
-          # allow the 3.15 release candidate until 3.15 is final
-          allow-prereleases: true
           architecture: x64
 
       - name: Checkout repo
diff --git a/.github/workflows/build_pip.yml b/.github/workflows/build_pip.yml
index cddb27d..9a4c98d 100644
--- a/.github/workflows/build_pip.yml
+++ b/.github/workflows/build_pip.yml
@@ -27,6 +27,8 @@ jobs:
             python_spec: '3.14.* *_cp314t'
           - python: '3.15'
             python_spec: '3.15.* *_cp315'
+          - python: '3.15'
+            python_spec: '3.15.* *_cp315t'
 
     steps:
       - uses: actions/checkout@3d3c42e5aac5ba805825da76410c181273ba90b1 # v7.0.1
@@ -37,8 +39,7 @@ jobs:
       - uses: conda-incubator/setup-miniconda@be893c923ea9cf1cf7cd510fbdde27c7e18cbdcb # v4.1.0
         with:
           miniforge-version: latest
-          # python_rc label carries the 3.15 release candidate; drop once 3.15 is final
-          channels: conda-forge,conda-forge/label/python_rc
+          channels: conda-forge
           activate-environment: test
           python-version: ${{ matrix.python }}
 
diff --git a/.github/workflows/conda-build-test.yml b/.github/workflows/conda-build-test.yml
index 2c2a7b7..3a29620 100644
--- a/.github/workflows/conda-build-test.yml
+++ b/.github/workflows/conda-build-test.yml
@@ -57,6 +57,9 @@ jobs:
           - python: '3.15'
             python_spec: '3.15.* *_cp315'
             python_tag: '3.15'
+          - python: '3.15'
+            python_spec: '3.15.* *_cp315t'
+            python_tag: '3.15t'
 
     runs-on: ${{ inputs.runs-on }}
     timeout-minutes: 15
@@ -81,8 +84,7 @@ jobs:
         with:
           miniforge-version: latest
           activate-environment: ${{ env.build-env-name }}
-          # python_rc label carries the 3.15 release candidate; drop once 3.15 is final
-          channels: conda-forge,conda-forge/label/python_rc
+          channels: conda-forge
           python-version: ${{ matrix.python }}
 
       - name: Cache conda packages
@@ -149,6 +151,9 @@ jobs:
           - python: '3.15'
             python_spec: '3.15.* *_cp315'
             python_tag: '3.15'
+          - python: '3.15'
+            python_spec: '3.15.* *_cp315t'
+            python_tag: '3.15t'
 
     runs-on: ${{ inputs.runs-on }}
     timeout-minutes: 15
@@ -174,8 +179,7 @@ jobs:
         uses: conda-incubator/setup-miniconda@be893c923ea9cf1cf7cd510fbdde27c7e18cbdcb # v4.1.0
         with:
           miniforge-version: latest
-          # python_rc label carries the 3.15 release candidate; drop once 3.15 is final
-          channels: conda-forge,conda-forge/label/python_rc
+          channels: conda-forge
           activate-environment: ${{ env.test-env-name }}
           python-version: ${{ matrix.python }}
 
diff --git a/.github/workflows/conda-package-cf.yml b/.github/workflows/conda-package-cf.yml
index 7fbce1b..b084275 100644
--- a/.github/workflows/conda-package-cf.yml
+++ b/.github/workflows/conda-package-cf.yml
@@ -21,7 +21,7 @@ jobs:
       runs-on: ubuntu-latest
       conda-subdir: linux-64
       pkgs-dir: /home/runner/conda_pkgs_dir
-      channels-list: -c conda-forge -c conda-forge/label/python_rc --override-channels
+      channels-list: -c conda-forge --override-channels
       recipe-dir: conda-recipe-cf
 
   windows:
@@ -31,7 +31,7 @@ jobs:
       runs-on: windows-latest
       conda-subdir: win-64
       pkgs-dir: D:\conda_pkgs_dir
-      channels-list: -c conda-forge -c conda-forge/label/python_rc --override-channels
+      channels-list: -c conda-forge --override-channels
       recipe-dir: conda-recipe-cf
 
   osx:
@@ -41,5 +41,5 @@ jobs:
       runs-on: macos-26-intel
       conda-subdir: osx-64
       pkgs-dir: /Users/runner/conda_pkgs_dir
-      channels-list: -c conda-forge -c conda-forge/label/python_rc --override-channels
+      channels-list: -c conda-forge --override-channels
       recipe-dir: conda-recipe-cf
diff --git a/.github/workflows/conda-package.yml b/.github/workflows/conda-package.yml
index 932146d..970bcbf 100644
--- a/.github/workflows/conda-package.yml
+++ b/.github/workflows/conda-package.yml
@@ -21,7 +21,7 @@ jobs:
       runs-on: ubuntu-latest
       conda-subdir: linux-64
       pkgs-dir: /home/runner/conda_pkgs_dir
-      channels-list: -c https://software.repos.intel.com/python/conda -c conda-forge -c conda-forge/label/python_rc --override-channels
+      channels-list: -c https://software.repos.intel.com/python/conda -c conda-forge --override-channels
       recipe-dir: conda-recipe
       build-wheels: true
 
@@ -32,6 +32,6 @@ jobs:
       runs-on: windows-latest
       conda-subdir: win-64
       pkgs-dir: D:\conda_pkgs_dir
-      channels-list: -c https://software.repos.intel.com/python/conda -c conda-forge -c conda-forge/label/python_rc --override-channels
+      channels-list: -c https://software.repos.intel.com/python/conda -c conda-forge --override-channels
       recipe-dir: conda-recipe
       build-wheels: true
diff --git a/AGENTS.md b/AGENTS.md
index 836897e..daf0e7d 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -48,9 +48,9 @@ python -m pip install --no-deps --no-build-isolation .
 
 ## CI/CD
 - **Platforms in CI workflows:** Linux, Windows, macOS (conda-forge workflow only)
-- **Python versions:** 3.10, 3.11, 3.12, 3.13, 3.14, 3.15, and free-threaded 3.14t
+- **Python versions:** 3.10, 3.11, 3.12, 3.13, 3.14, 3.15, and free-threaded 3.14t and 3.15t
 - **Python 3.14 ABI selection:** conda jobs must request an explicit ABI, `3.14.* *_cp314` (GIL) or `3.14.* *_cp314t` (free-threaded). Once the recipes stopped constraining `python-gil`, a bare `--python 3.14` was observed to resolve to the free-threaded build, so it must not be relied on.
-- **Python 3.15:** GIL-only for now; conda-forge's `python315` migration provides `*_cp315` but no free-threaded `*_cp315t` yet. Conda jobs pin `3.15.* *_cp315` explicitly for the same ABI-selection reason as 3.14.
+- **Python 3.15 ABI selection:** same as 3.14; conda jobs request `3.15.* *_cp315` (GIL) or `3.15.* *_cp315t` (free-threaded) explicitly.
 - **Workflows:** `.github/workflows/`
   - `conda-package.yml` — main conda build/test pipeline
   - `conda-package-cf.yml` — conda build/test using only conda-forge channel
diff --git a/conda-recipe/AGENTS.md b/conda-recipe/AGENTS.md
index 7ea47b5..b9994b9 100644
--- a/conda-recipe/AGENTS.md
+++ b/conda-recipe/AGENTS.md
@@ -10,7 +10,7 @@ Conda package build recipe for conda-forge and Intel channel distribution.
 
 ## Build configuration
 - **Channels:** `conda-forge`, Intel channel
-- **Python versions in CI build matrix:** 3.10, 3.11, 3.12, 3.13, 3.14, 3.15, and free-threaded 3.14t
+- **Python versions in CI build matrix:** 3.10, 3.11, 3.12, 3.13, 3.14, 3.15, and free-threaded 3.14t and 3.15t
 - **Compilers:** pinned via `conda_build_config.yaml` (GCC/GXX on Linux, VS2022 on Windows)
 - **Dependencies:** `mkl` (runtime), `mkl-devel` (build), `cython >=3.1.0`