diff --git a/dev-python/scipy/patches/scipy-1.6.3.patchset b/dev-python/scipy/patches/scipy-1.6.3.patchset
deleted file mode 100644
index 398f560e9..000000000
--- a/dev-python/scipy/patches/scipy-1.6.3.patchset
+++ /dev/null
@@ -1,131 +0,0 @@
-From b6e0d70785f85e4a8b9ab61b37f684ad0eca4d28 Mon Sep 17 00:00:00 2001
-From: Aleksei Gerasimov <aleksei.gerasimov@vutbr.cz>
-Date: Thu, 15 Oct 2020 14:13:11 +0200
-Subject: disable ndimage
-
-
-diff --git a/scipy/setup.py b/scipy/setup.py
-index 3bcdd48..b3ede6f 100644
---- a/scipy/setup.py
-+++ b/scipy/setup.py
-@@ -21,7 +21,7 @@ def configuration(parent_package='',top_path=None):
-     config.add_subpackage('spatial')
-     config.add_subpackage('special')
-     config.add_subpackage('stats')
--    config.add_subpackage('ndimage')
-+    #config.add_subpackage('ndimage')
-     config.add_subpackage('_build_utils')
-     config.add_subpackage('_lib')
-     config.make_config_py()
--- 
-2.30.2
-
-
-From f9e25e090297e27de3395bab18f104c70358d9ec Mon Sep 17 00:00:00 2001
-From: begasus <begasus@gmail.com>
-Date: Mon, 24 May 2021 18:40:26 +0000
-Subject: Haiku doesn't use -pthread, use -lpthread instead
-
-
-diff --git a/scipy/fft/_pocketfft/setup.py b/scipy/fft/_pocketfft/setup.py
-index 7e44565..3b0ead2 100644
---- a/scipy/fft/_pocketfft/setup.py
-+++ b/scipy/fft/_pocketfft/setup.py
-@@ -15,9 +15,9 @@ def pre_build_hook(build_ext, ext):
-                                    'int main(int argc, char **argv) {}')
-         if has_pthreads:
-             ext.define_macros.append(('POCKETFFT_PTHREADS', None))
--            if has_flag(cc, '-pthread'):
--                args.append('-pthread')
--                ext.extra_link_args.append('-pthread')
-+            if has_flag(cc, '-lpthread'):
-+                args.append('-lpthread')
-+                ext.extra_link_args.append('-lpthread')
-             else:
-                 raise RuntimeError("Build failed: System has pthreads header "
-                                    "but could not compile with -pthread option")
--- 
-2.30.2
-
-From 0450b42c56cb1ed5d80a81447a766a4cfa757e63 Mon Sep 17 00:00:00 2001
-From: Aleksei Gerasimov <aleksei.gerasimov@vutbr.cz>
-Date: Tue, 24 Aug 2021 15:19:52 +0200
-Subject: comment out ndimage import. Only one function (_threshold_mgc_map) is
- directly affected.
-
-
-diff --git a/scipy/stats/stats.py b/scipy/stats/stats.py
-index 2b7dac8..c460637 100644
---- a/scipy/stats/stats.py
-+++ b/scipy/stats/stats.py
-@@ -172,7 +172,7 @@ import numpy as np
- from numpy import array, asarray, ma
- 
- from scipy.spatial.distance import cdist
--from scipy.ndimage import measurements
-+#from scipy.ndimage import measurements
- from scipy._lib._util import (_lazywhere, check_random_state, MapWrapper,
-                               rng_integers, float_factorial)
- import scipy.special as special
-@@ -5208,32 +5208,33 @@ def _threshold_mgc_map(stat_mgc_map, samp_size):
-     sig_connect : ndarray
-         A binary matrix with 1's indicating the significant region.
-     """
--    m, n = stat_mgc_map.shape
--
--    # 0.02 is simply an empirical threshold, this can be set to 0.01 or 0.05
--    # with varying levels of performance. Threshold is based on a beta
--    # approximation.
--    per_sig = 1 - (0.02 / samp_size)  # Percentile to consider as significant
--    threshold = samp_size * (samp_size - 3)/4 - 1/2  # Beta approximation
--    threshold = distributions.beta.ppf(per_sig, threshold, threshold) * 2 - 1
--
--    # the global scale at is the statistic calculated at maximial nearest
--    # neighbors. Threshold is the maximium on the global and local scales
--    threshold = max(threshold, stat_mgc_map[m - 1][n - 1])
--
--    # find the largest connected component of significant correlations
--    sig_connect = stat_mgc_map > threshold
--    if np.sum(sig_connect) > 0:
--        sig_connect, _ = measurements.label(sig_connect)
--        _, label_counts = np.unique(sig_connect, return_counts=True)
--
--        # skip the first element in label_counts, as it is count(zeros)
--        max_label = np.argmax(label_counts[1:]) + 1
--        sig_connect = sig_connect == max_label
--    else:
--        sig_connect = np.array([[False]])
--
--    return sig_connect
-+    raise ImportError("Haiku's package of scipy does not contain ndimage module")
-+#    m, n = stat_mgc_map.shape
-+#
-+#    # 0.02 is simply an empirical threshold, this can be set to 0.01 or 0.05
-+#    # with varying levels of performance. Threshold is based on a beta
-+#    # approximation.
-+#    per_sig = 1 - (0.02 / samp_size)  # Percentile to consider as significant
-+#    threshold = samp_size * (samp_size - 3)/4 - 1/2  # Beta approximation
-+#    threshold = distributions.beta.ppf(per_sig, threshold, threshold) * 2 - 1
-+#
-+#    # the global scale at is the statistic calculated at maximial nearest
-+#    # neighbors. Threshold is the maximium on the global and local scales
-+#    threshold = max(threshold, stat_mgc_map[m - 1][n - 1])
-+#
-+#    # find the largest connected component of significant correlations
-+#    sig_connect = stat_mgc_map > threshold
-+#    if np.sum(sig_connect) > 0:
-+#        sig_connect, _ = measurements.label(sig_connect)
-+#        _, label_counts = np.unique(sig_connect, return_counts=True)
-+#
-+#        # skip the first element in label_counts, as it is count(zeros)
-+#        max_label = np.argmax(label_counts[1:]) + 1
-+#        sig_connect = sig_connect == max_label
-+#    else:
-+#        sig_connect = np.array([[False]])
-+#
-+#    return sig_connect
- 
- 
- def _smooth_mgc_map(sig_connect, stat_mgc_map):
--- 
-2.30.2
\ No newline at end of file
diff --git a/dev-python/scipy/scipy-1.15.1.recipe b/dev-python/scipy/scipy-1.15.1.recipe
new file mode 100644
index 000000000..297d6ceda
--- /dev/null
+++ b/dev-python/scipy/scipy-1.15.1.recipe
@@ -0,0 +1,119 @@
+SUMMARY="Scientific algorithms library for Python"
+DESCRIPTION="SciPy is an open source library of scientific tools for Python. \
+SciPy supplements the popular numpy module, gathering a variety of high level \
+science and engineering modules together as a single package. SciPy includes \
+modules for graphics and plotting, optimization, integration, special \
+functions, signal and image processing, genetic algorithms, ODE solvers, and \
+others."
+HOMEPAGE="https://www.scipy.org/"
+COPYRIGHT=" 2001-2002 Enthought, Inc.
+	2003-2025 SciPy Developers"
+LICENSE="BSD (3-clause)"
+REVISION="1"
+SOURCE_URI="https://files.pythonhosted.org/packages/source/s/scipy/scipy-$portVersion.tar.gz"
+CHECKSUM_SHA256="033a75ddad1463970c96a88063a1df87ccfddd526437136b6ee81ff0312ebdf6"
+SOURCE_DIR="scipy-$portVersion"
+
+ARCHITECTURES="all !x86_gcc2"
+SECONDARY_ARCHITECTURES="x86"
+
+PROVIDES="
+	$portName = $portVersion
+	"
+REQUIRES="
+	haiku$secondaryArchSuffix
+	gcc${secondaryArchSuffix}_syslibs # for libgfortran.so.5 and libstdc++.so.6
+#	lib:libarpack$secondaryArchSuffix # has embedded fallback under scipy/sparse/linalg/eigen/arpack/ARPACK
+	lib:liblapack$secondaryArchSuffix
+	lib:libopenblas$secondaryArchSuffix
+	"
+
+BUILD_REQUIRES="
+	haiku${secondaryArchSuffix}_devel
+#	devel:libarpack$secondaryArchSuffix
+	devel:liblapack$secondaryArchSuffix
+	devel:libopenblas$secondaryArchSuffix
+	"
+
+BUILD_PREREQUIRES+="
+	cmd:cython # >=3.0.8,<3.1.0
+	cmd:g++$secondaryArchSuffix
+	cmd:gfortran$secondaryArchSuffix
+	cmd:make
+	cmd:pkg_config$secondaryArchSuffix
+#	cmd:pythran # optional. >=0.14.0,<0.18.0 (require pythran_$pythonPackage instead?)
+	"
+
+PYTHON_VERSIONS=(3.10)
+
+for i in "${!PYTHON_VERSIONS[@]}"; do
+	pythonVersion=${PYTHON_VERSIONS[$i]}
+	pythonPackage=python${pythonVersion//.}
+
+	eval "PROVIDES_$pythonPackage=\"
+		${portName}_$pythonPackage = $portVersion
+		\""
+
+	if [ "$targetArchitecture" = x86_gcc2 ]; then
+		eval "PROVIDES_$pythonPackage+=\"
+			scipy_$pythonPackage = $portVersion
+			\""
+	fi
+
+	eval "REQUIRES_$pythonPackage=\"
+		$REQUIRES
+		haiku$secondaryArchSuffix
+		cmd:python$pythonVersion
+		\""
+
+	BUILD_REQUIRES+="
+		build_$pythonPackage
+		installer_$pythonPackage
+		meson_python_$pythonPackage # >=0.15.0,<0.20.0
+		numpy_$pythonPackage
+		pybind11_$pythonPackage # >=2.13.2,<2.14.0
+		"
+	BUILD_PREREQUIRES+="
+		cmd:python$pythonVersion
+		"
+done
+
+BUILD()
+{
+	rm -rf doc/sphinxext/.git
+
+	# Note: ATM, lapack and openblas packages over HaikuPorts are used to provide
+	# LAPACK and BLAS respectively (with BLAS disabled in lapack, and LAPACK disabled
+	# on openblas).
+	# Thus, we need to instruct the build to look for "-Dlapack=lapack" (instead of
+	# expecting it to be in bopenblas).
+	# That might change that in the future, and we could make scipy only rely on openblas.
+
+	for i in "${!PYTHON_VERSIONS[@]}"; do
+		pythonVersion=${PYTHON_VERSIONS[$i]}
+		python=python$pythonVersion
+
+		$python -m build --wheel --skip-dependency-check --no-isolation \
+			-Ccompile-args=$jobArgs \
+			-Csetup-args="-Duse-pythran=false" \
+			-Csetup-args="-Dlapack=lapack" \
+			-Cbuilddir="build"
+			# Using a explicit build dir here to stop meson from auto-cleaning it on error.
+			# (this way you can actually access meson-log.txt if needed).
+	done
+}
+
+INSTALL()
+{
+	for i in "${!PYTHON_VERSIONS[@]}"; do
+		pythonVersion=${PYTHON_VERSIONS[$i]}
+		pythonPackage=python${pythonVersion//.}
+
+		python=python$pythonVersion
+
+		$python -m installer --p $prefix dist/*-$portVersion-*.whl
+
+		packageEntries $pythonPackage \
+			$prefix/lib/python*
+	done
+}
diff --git a/dev-python/scipy/scipy-1.6.3.recipe b/dev-python/scipy/scipy-1.6.3.recipe
deleted file mode 100644
index 39e942203..000000000
--- a/dev-python/scipy/scipy-1.6.3.recipe
+++ /dev/null
@@ -1,123 +0,0 @@
-SUMMARY="Scientific algorithms library for Python"
-DESCRIPTION="SciPy is an open source library of scientific tools for Python. \
-SciPy supplements the popular numpy module, gathering a variety of high level \
-science and engineering modules together as a single package. SciPy includes \
-modules for graphics and plotting, optimization, integration, special \
-functions, signal and image processing, genetic algorithms, ODE solvers, and \
-others.
-
-This package does not contain ndimage module."
-HOMEPAGE="https://www.scipy.org/"
-COPYRIGHT=" 2001-2002 Enthought, Inc.
-	2003-2021 SciPy Developers"
-LICENSE="BSD (3-clause)"
-REVISION="7"
-SOURCE_URI="https://github.com/scipy/scipy/releases/download/v$portVersion/scipy-$portVersion.tar.xz"
-CHECKSUM_SHA256="3851fdcb1e6877241c3377aa971c85af0d44f90c57f4dd4e54e1b2bbd742635e"
-SOURCE_DIR="scipy-$portVersion"
-PATCHES="scipy-$portVersion.patchset"
-
-ARCHITECTURES="all !x86_gcc2"
-SECONDARY_ARCHITECTURES="x86"
-
-PROVIDES="
-	$portName = $portVersion
-	"
-REQUIRES="
-	haiku$secondaryArchSuffix
-	gcc${secondaryArchSuffix}_syslibs
-	numpy$secondaryArchSuffix
-	lib:libblis$secondaryArchSuffix
-	lib:liblapack$secondaryArchSuffix
-	lib:libopenblas$secondaryArchSuffix
-	"
-
-BUILD_REQUIRES="
-	haiku${secondaryArchSuffix}_devel
-	devel:libblis$secondaryArchSuffix
-	devel:liblapack$secondaryArchSuffix
-	devel:libopenblas$secondaryArchSuffix
-	"
-
-PYTHON_VERSIONS=(3.10)
-
-for i in "${!PYTHON_VERSIONS[@]}"; do
-	pythonVersion=${PYTHON_VERSIONS[$i]}
-	pythonPackage=python${pythonVersion//.}
-
-	eval "PROVIDES_$pythonPackage=\"
-		${portName}_$pythonPackage = $portVersion
-		\""
-
-	if [ "$targetArchitecture" = x86_gcc2 ]; then
-		eval "PROVIDES_$pythonPackage+=\"
-			scipy_$pythonPackage = $portVersion
-			\""
-	fi
-
-	eval "REQUIRES_$pythonPackage=\"
-		haiku$secondaryArchSuffix
-		scipy$secondaryArchSuffix == $portVersion base
-		cmd:python$pythonVersion
-		\""
-
-	BUILD_REQUIRES+="
-		pybind11_$pythonPackage
-		numpy_$pythonPackage
-		setuptools_$pythonPackage
-		"
-	BUILD_PREREQUIRES+="
-		cmd:g++$secondaryArchSuffix
-		cmd:gfortran$secondaryArchSuffix
-		cmd:make
-		cmd:pkg_config$secondaryArchSuffix
-		cmd:python$pythonVersion
-		"
-done
-
-
-INSTALL()
-{
-# Check at every update in site.cfg.example!
-cat > site.cfg << EOF
-[ALL]
-libraries = execinfo,lapack,openblas
-library_dirs = /system/$relativeDevelopLibDir
-include_dirs = /system/$relativeIncludeDir
-runtime_library_dirs = /system/$relativeLibDir
-[openblas]
-libraries = openblas
-library_dirs = /system/$relativeDevelopLibDir
-include_dirs = /system/$relativeIncludeDir
-runtime_library_dirs = /system/$relativeLibDir
-[blis]
-libraries = blis
-library_dirs = /system/$relativeDevelopLibDir
-include_dirs = /system/$relativeIncludeDir/blis
-runtime_library_dirs = /system/$relativeLibDir
-[lapack]
-library_dirs = /system/$relativeDevelopLibDir
-include_dirs = /system/$relativeIncludeDir
-runtime_library_dirs = /system/$relativeLibDir
-EOF
-
-	rm -rf doc/sphinxext/.git
-
-	for i in "${!PYTHON_VERSIONS[@]}"; do
-		pythonVersion=${PYTHON_VERSIONS[$i]}
-		pythonPackage=python${pythonVersion//.}
-
-		python=python$pythonVersion
-		installLocation=$prefix/lib/$python/vendor-packages/
-		export PYTHONPATH=$installLocation:$PYTHONPATH
-
-		mkdir -p $installLocation
-		rm -rf build
-
-		$python setup.py build install \
-			--root=/ --prefix=$prefix
-
-		packageEntries $pythonPackage \
-			$prefix/lib/python*
-	done
-}