diff --git a/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.QiskitRuntimeService.mdx b/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.QiskitRuntimeService.mdx
index 722007de28..fa014a15ad 100644
--- a/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.QiskitRuntimeService.mdx
+++ b/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.QiskitRuntimeService.mdx
@@ -31,7 +31,7 @@ python_api_name: qiskit_ibm_runtime.QiskitRuntimeService
 
   *   **channel** – Channel type. `ibm_cloud`, `ibm_quantum` or `local`. If `local` is selected, the local testing mode will be used, and primitive queries will run on a local simulator. For more details, check the [Qiskit Runtime local testing mode](/guides/local-testing-mode) documentation.
   *   **token** – IBM Cloud API key or IBM Quantum API token.
-  *   **url** – The API URL. Defaults to [https://cloud.ibm.com](https://cloud.ibm.com) (ibm\_cloud) or [https://auth.quantum-computing.ibm.com/api](https://auth.quantum-computing.ibm.com/api) (ibm\_quantum).
+  *   **url** – The API URL. Defaults to [https://cloud.ibm.com](https://cloud.ibm.com) (ibm\_cloud) or [https://auth.quantum.ibm.com/api](https://auth.quantum.ibm.com/api) (ibm\_quantum).
   *   **filename** – Full path of the file where the account is created. Default: \_DEFAULT\_ACCOUNT\_CONFIG\_JSON\_FILE
   *   **name** – Name of the account to load.
   *   **instance** – The service instance to use. For `ibm_cloud` runtime, this is the Cloud Resource Name (CRN) or the service name. For `ibm_quantum` runtime, this is the hub/group/project in that format.
@@ -323,7 +323,7 @@ python_api_name: qiskit_ibm_runtime.QiskitRuntimeService
     **Parameters**
 
     *   **token** (*str | None*) – IBM Cloud API key or IBM Quantum API token.
-    *   **url** (*str | None*) – The API URL. Defaults to [https://cloud.ibm.com](https://cloud.ibm.com) (ibm\_cloud) or [https://auth.quantum-computing.ibm.com/api](https://auth.quantum-computing.ibm.com/api) (ibm\_quantum).
+    *   **url** (*str | None*) – The API URL. Defaults to [https://cloud.ibm.com](https://cloud.ibm.com) (ibm\_cloud) or [https://auth.quantum.ibm.com/api](https://auth.quantum.ibm.com/api) (ibm\_quantum).
     *   **instance** (*str | None*) – The CRN (ibm\_cloud) or hub/group/project (ibm\_quantum).
     *   **channel** (*Literal\['ibm\_cloud', 'ibm\_quantum', 'local'] | None*) – Channel type. ibm\_cloud or ibm\_quantum.
     *   **filename** (*str | None*) – Full path of the file where the account is saved.
diff --git a/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.DoubleSliceSpan.mdx b/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.DoubleSliceSpan.mdx
index 78ef11abf8..feb572a625 100644
--- a/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.DoubleSliceSpan.mdx
+++ b/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.DoubleSliceSpan.mdx
@@ -104,7 +104,7 @@ python_api_name: qiskit_ibm_runtime.execution_span.DoubleSliceSpan
 
     **Return type**
 
-    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")\[*Any*, [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.1)")\[[*bool*](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.bool "(in NumPy v2.1)")]]
+    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")\[*Any*, [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.2)")\[[*bool*](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.bool "(in NumPy v2.2)")]]
   </Function>
 </Class>
 
diff --git a/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.ExecutionSpan.mdx b/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.ExecutionSpan.mdx
index 945b4d015f..79b4b5c832 100644
--- a/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.ExecutionSpan.mdx
+++ b/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.ExecutionSpan.mdx
@@ -117,7 +117,7 @@ python_api_name: qiskit_ibm_runtime.execution_span.ExecutionSpan
 
     **Return type**
 
-    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")\[*Any*, [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.1)")\[[*bool*](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.bool "(in NumPy v2.1)")]]
+    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")\[*Any*, [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.2)")\[[*bool*](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.bool "(in NumPy v2.2)")]]
   </Function>
 </Class>
 
diff --git a/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.SliceSpan.mdx b/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.SliceSpan.mdx
index 0cf6880828..c56117c3ec 100644
--- a/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.SliceSpan.mdx
+++ b/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.SliceSpan.mdx
@@ -104,7 +104,7 @@ python_api_name: qiskit_ibm_runtime.execution_span.SliceSpan
 
     **Return type**
 
-    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")\[*Any*, [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.1)")\[[*bool*](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.bool "(in NumPy v2.1)")]]
+    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")\[*Any*, [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.2)")\[[*bool*](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.bool "(in NumPy v2.2)")]]
   </Function>
 </Class>
 
diff --git a/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.TwirledSliceSpan.mdx b/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.TwirledSliceSpan.mdx
index 27a4412eaa..2f2cf5ab20 100644
--- a/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.TwirledSliceSpan.mdx
+++ b/docs/api/qiskit-ibm-runtime/dev/qiskit_ibm_runtime.execution_span.TwirledSliceSpan.mdx
@@ -109,7 +109,7 @@ python_api_name: qiskit_ibm_runtime.execution_span.TwirledSliceSpan
 
     **Return type**
 
-    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")\[*Any*, [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.1)")\[[*bool*](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.bool "(in NumPy v2.1)")]]
+    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")\[*Any*, [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.2)")\[[*bool*](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.bool "(in NumPy v2.2)")]]
   </Function>
 </Class>
 
diff --git a/docs/api/qiskit/dev/circuit.mdx b/docs/api/qiskit/dev/circuit.mdx
index 19de063844..eec2af1dca 100644
--- a/docs/api/qiskit/dev/circuit.mdx
+++ b/docs/api/qiskit/dev/circuit.mdx
@@ -1038,7 +1038,7 @@ $$
    \leftrightarrow \begin{pmatrix} \alpha \\ \beta \end{pmatrix}
 $$
 
-where $\alpha$ and $\beta$ are complex numbers. We store the statevector as a 1D Numpy [`ndarray`](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)") with data `sv = [alpha, beta]`, *i.e.* `sv[0] == alpha` and `sv[1] == beta`; note that the indices into the statevector match the ket labels.
+where $\alpha$ and $\beta$ are complex numbers. We store the statevector as a 1D Numpy [`ndarray`](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)") with data `sv = [alpha, beta]`, *i.e.* `sv[0] == alpha` and `sv[1] == beta`; note that the indices into the statevector match the ket labels.
 
 We construct [the tensor product of two qubit states](https://en.wikipedia.org/wiki/Tensor_product) in matrix algebra using [the Kronecker product](https://en.wikipedia.org/wiki/Kronecker_product), with qubit 0 on the right and qubit 1 on the left, such that the $Z$ basis state $\lvert x\rangle$ (where $x$ is the integer interpretation of the bitstring) has its non-zero term in the statevector `sv` at `sv[x]`:
 
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.EfficientSU2.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.EfficientSU2.mdx
index 3b0d43277d..2733ed82fc 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.EfficientSU2.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.EfficientSU2.mdx
@@ -8,7 +8,7 @@ python_api_name: qiskit.circuit.library.EfficientSU2
 
 # EfficientSU2
 
-<Class id="qiskit.circuit.library.EfficientSU2" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/efficient_su2.py#L132-L277" signature="qiskit.circuit.library.EfficientSU2(num_qubits=None, su2_gates=None, entanglement='reverse_linear', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, initial_state=None, name='EfficientSU2', flatten=None)" modifiers="class">
+<Class id="qiskit.circuit.library.EfficientSU2" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/efficient_su2.py#L135-L280" signature="qiskit.circuit.library.EfficientSU2(num_qubits=None, su2_gates=None, entanglement='reverse_linear', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, initial_state=None, name='EfficientSU2', flatten=None)" modifiers="class">
   Bases: [`TwoLocal`](qiskit.circuit.library.TwoLocal "qiskit.circuit.library.n_local.two_local.TwoLocal")
 
   The hardware efficient SU(2) 2-local circuit.
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.ExcitationPreserving.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.ExcitationPreserving.mdx
index 28cc6f3b79..2d43b18856 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.ExcitationPreserving.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.ExcitationPreserving.mdx
@@ -8,7 +8,7 @@ python_api_name: qiskit.circuit.library.ExcitationPreserving
 
 # ExcitationPreserving
 
-<Class id="qiskit.circuit.library.ExcitationPreserving" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/excitation_preserving.py#L137-L297" signature="qiskit.circuit.library.ExcitationPreserving(num_qubits=None, mode='iswap', entanglement='full', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, initial_state=None, name='ExcitationPreserving', flatten=None)" modifiers="class">
+<Class id="qiskit.circuit.library.ExcitationPreserving" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/excitation_preserving.py#L141-L301" signature="qiskit.circuit.library.ExcitationPreserving(num_qubits=None, mode='iswap', entanglement='full', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, initial_state=None, name='ExcitationPreserving', flatten=None)" modifiers="class">
   Bases: [`TwoLocal`](qiskit.circuit.library.TwoLocal "qiskit.circuit.library.n_local.two_local.TwoLocal")
 
   The heuristic excitation-preserving wave function ansatz.
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.PauliTwoDesign.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.PauliTwoDesign.mdx
index caafa4d66d..3c521bbf3c 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.PauliTwoDesign.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.PauliTwoDesign.mdx
@@ -8,7 +8,7 @@ python_api_name: qiskit.circuit.library.PauliTwoDesign
 
 # PauliTwoDesign
 
-<Class id="qiskit.circuit.library.PauliTwoDesign" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/pauli_two_design.py#L119-L243" signature="qiskit.circuit.library.PauliTwoDesign(num_qubits=None, reps=3, seed=None, insert_barriers=False, name='PauliTwoDesign')" modifiers="class">
+<Class id="qiskit.circuit.library.PauliTwoDesign" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/pauli_two_design.py#L120-L244" signature="qiskit.circuit.library.PauliTwoDesign(num_qubits=None, reps=3, seed=None, insert_barriers=False, name='PauliTwoDesign')" modifiers="class">
   Bases: [`TwoLocal`](qiskit.circuit.library.TwoLocal "qiskit.circuit.library.n_local.two_local.TwoLocal")
 
   The Pauli Two-Design ansatz.
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.QuadraticForm.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.QuadraticForm.mdx
index 5b71f1dc7b..bbb685e68c 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.QuadraticForm.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.QuadraticForm.mdx
@@ -42,8 +42,8 @@ $$
   **Parameters**
 
   *   **num\_result\_qubits** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)") *| None*) – The number of qubits to encode the result. Called $m$ in the class documentation.
-  *   **quadratic** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")  *|*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")  *|*[*ParameterExpression*](qiskit.circuit.ParameterExpression "qiskit.circuit.parameterexpression.ParameterExpression")*]] | None*) – A matrix containing the quadratic coefficients, $A$.
-  *   **linear** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")  *|*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")  *|*[*ParameterExpression*](qiskit.circuit.ParameterExpression "qiskit.circuit.parameterexpression.ParameterExpression")*] | None*) – An array containing the linear coefficients, $b$.
+  *   **quadratic** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")  *|*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")  *|*[*ParameterExpression*](qiskit.circuit.ParameterExpression "qiskit.circuit.parameterexpression.ParameterExpression")*]] | None*) – A matrix containing the quadratic coefficients, $A$.
+  *   **linear** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")  *|*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")  *|*[*ParameterExpression*](qiskit.circuit.ParameterExpression "qiskit.circuit.parameterexpression.ParameterExpression")*] | None*) – An array containing the linear coefficients, $b$.
   *   **offset** ([*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")  *|*[*ParameterExpression*](qiskit.circuit.ParameterExpression "qiskit.circuit.parameterexpression.ParameterExpression") *| None*) – A constant offset, $c$.
   *   **little\_endian** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")) – Encode the result in little endianness.
 
@@ -307,8 +307,8 @@ $$
 
     **Parameters**
 
-    *   **quadratic** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")  *|*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")*]]*) – A matrix containing the quadratic coefficients.
-    *   **linear** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")  *|*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")*]*) – An array containing the linear coefficients.
+    *   **quadratic** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")  *|*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")*]]*) – A matrix containing the quadratic coefficients.
+    *   **linear** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")  *|*[*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")*]*) – An array containing the linear coefficients.
     *   **offset** ([*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")) – A constant offset.
 
     **Returns**
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.RVGate.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.RVGate.mdx
index a974c45c44..72f53a45b9 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.RVGate.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.RVGate.mdx
@@ -179,7 +179,7 @@ $$
 
     **Return type**
 
-    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")
+    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")
   </Function>
 </Class>
 
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.RealAmplitudes.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.RealAmplitudes.mdx
index eb2b50ca2a..bcbdacb951 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.RealAmplitudes.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.RealAmplitudes.mdx
@@ -8,7 +8,7 @@ python_api_name: qiskit.circuit.library.RealAmplitudes
 
 # RealAmplitudes
 
-<Class id="qiskit.circuit.library.RealAmplitudes" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/real_amplitudes.py#L133-L306" signature="qiskit.circuit.library.RealAmplitudes(num_qubits=None, entanglement='reverse_linear', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, initial_state=None, name='RealAmplitudes', flatten=None)" modifiers="class">
+<Class id="qiskit.circuit.library.RealAmplitudes" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/real_amplitudes.py#L135-L308" signature="qiskit.circuit.library.RealAmplitudes(num_qubits=None, entanglement='reverse_linear', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, initial_state=None, name='RealAmplitudes', flatten=None)" modifiers="class">
   Bases: [`TwoLocal`](qiskit.circuit.library.TwoLocal "qiskit.circuit.library.n_local.two_local.TwoLocal")
 
   The real-amplitudes 2-local circuit.
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.UnitaryGate.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.UnitaryGate.mdx
index 6da01858f7..b36ee0bbcc 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.UnitaryGate.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.UnitaryGate.mdx
@@ -35,7 +35,7 @@ python_api_name: qiskit.circuit.library.UnitaryGate
 
   **Parameters**
 
-  *   **data** ([*numpy.ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")  *|*[*Gate*](qiskit.circuit.Gate "qiskit.circuit.Gate") *| BaseOperator*) – Unitary operator.
+  *   **data** ([*numpy.ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")  *|*[*Gate*](qiskit.circuit.Gate "qiskit.circuit.Gate") *| BaseOperator*) – Unitary operator.
   *   **label** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)") *| None*) – Unitary name for backend \[Default: `None`].
   *   **check\_input** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")) – If set to `False` this asserts the input is known to be unitary and the checking to validate this will be skipped. This should only ever be used if you know the input is unitary, setting this to `False` and passing in a non-unitary matrix will result unexpected behavior and errors.
   *   **num\_qubits** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)") *| None*) – If given, the number of qubits in the matrix. If not given, it is inferred.
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.ZFeatureMap.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.ZFeatureMap.mdx
index e71297c474..c7b1964c0e 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.ZFeatureMap.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.ZFeatureMap.mdx
@@ -78,7 +78,7 @@ python_api_name: qiskit.circuit.library.ZFeatureMap
 
   *   **feature\_dimension** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")) – The number of features
   *   **reps** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")) – The number of repeated circuits. Defaults to 2, has a minimum value of 1.
-  *   **data\_map\_func** ([*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")*\[\[*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")*],* [*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")*] | None*) – A mapping function for data x which can be supplied to override the default mapping from `self_product()`.
+  *   **data\_map\_func** ([*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")*\[\[*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")*],* [*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")*] | None*) – A mapping function for data x which can be supplied to override the default mapping from `self_product()`.
   *   **parameter\_prefix** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")) – The prefix used if default parameters are generated.
   *   **insert\_barriers** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")) – If True, barriers are inserted in between the evolution instructions and hadamard layers.
   *   **name** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")) –
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.ZZFeatureMap.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.ZZFeatureMap.mdx
index 2f43e08b79..79490840d3 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.ZZFeatureMap.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.ZZFeatureMap.mdx
@@ -95,7 +95,7 @@ python_api_name: qiskit.circuit.library.ZZFeatureMap
   *   **feature\_dimension** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")) – Number of features.
   *   **reps** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")) – The number of repeated circuits, has a min. value of 1.
   *   **entanglement** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*Dict*](https://docs.python.org/3/library/typing.html#typing.Dict "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*,* [*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*Tuple*](https://docs.python.org/3/library/typing.html#typing.Tuple "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*]]] |* [*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")*\[\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*],* [*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*Dict*](https://docs.python.org/3/library/typing.html#typing.Dict "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*,* [*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*Tuple*](https://docs.python.org/3/library/typing.html#typing.Tuple "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*]]]]*) – Specifies the entanglement structure. Refer to [`PauliFeatureMap`](qiskit.circuit.library.PauliFeatureMap "qiskit.circuit.library.PauliFeatureMap") for detail.
-  *   **data\_map\_func** ([*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")*\[\[*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")*],* [*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")*] | None*) – A mapping function for data x.
+  *   **data\_map\_func** ([*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")*\[\[*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")*],* [*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")*] | None*) – A mapping function for data x.
   *   **parameter\_prefix** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")) – The prefix used if default parameters are generated.
   *   **insert\_barriers** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")) – If True, barriers are inserted in between the evolution instructions and hadamard layers.
   *   **name** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")) –
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.efficient_su2.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.efficient_su2.mdx
index da165b5e6d..38bbb8b6eb 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.efficient_su2.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.efficient_su2.mdx
@@ -10,7 +10,7 @@ python_api_name: qiskit.circuit.library.efficient_su2
 
 # efficient\_su2
 
-<Class id="qiskit.circuit.library.efficient_su2" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/efficient_su2.py#L31-L129" signature="qiskit.circuit.library.efficient_su2(num_qubits, su2_gates=None, entanglement='reverse_linear', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, name='EfficientSU2')" modifiers="class">
+<Class id="qiskit.circuit.library.efficient_su2" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/efficient_su2.py#L31-L132" signature="qiskit.circuit.library.efficient_su2(num_qubits, su2_gates=None, entanglement='reverse_linear', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, name='EfficientSU2')" modifiers="class">
   Bases:
 
   The hardware-efficient $SU(2)$ 2-local circuit.
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.excitation_preserving.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.excitation_preserving.mdx
index 52fc18df0d..253e92c67c 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.excitation_preserving.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.excitation_preserving.mdx
@@ -10,7 +10,7 @@ python_api_name: qiskit.circuit.library.excitation_preserving
 
 # excitation\_preserving
 
-<Class id="qiskit.circuit.library.excitation_preserving" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/excitation_preserving.py#L26-L134" signature="qiskit.circuit.library.excitation_preserving(num_qubits, mode='iswap', entanglement='full', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, name='ExcitationPreserving')" modifiers="class">
+<Class id="qiskit.circuit.library.excitation_preserving" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/excitation_preserving.py#L26-L138" signature="qiskit.circuit.library.excitation_preserving(num_qubits, mode='iswap', entanglement='full', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, name='ExcitationPreserving')" modifiers="class">
   Bases:
 
   The heuristic excitation-preserving wave function ansatz.
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.pauli_feature_map.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.pauli_feature_map.mdx
index b5980f4f2b..7ea638ddf6 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.pauli_feature_map.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.pauli_feature_map.mdx
@@ -84,9 +84,9 @@ $$
   ```
 
   ```python
-  >>> from qiskit.circuit.library import EfficientSU2
+  >>> from qiskit.circuit.library import efficient_su2
   >>> prep = pauli_feature_map(3, reps=3, paulis=["Z", "YY", "ZXZ"])
-  >>> wavefunction = EfficientSU2(3)
+  >>> wavefunction = efficient_su2(3)
   >>> classifier = prep.compose(wavefunction)
   >>> classifier.num_parameters
   27
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.pauli_two_design.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.pauli_two_design.mdx
index 21f77e32f7..552b4e9108 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.pauli_two_design.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.pauli_two_design.mdx
@@ -10,7 +10,7 @@ python_api_name: qiskit.circuit.library.pauli_two_design
 
 # pauli\_two\_design
 
-<Class id="qiskit.circuit.library.pauli_two_design" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/pauli_two_design.py#L25-L110" signature="qiskit.circuit.library.pauli_two_design(num_qubits, reps=3, seed=None, insert_barriers=False, parameter_prefix='θ', name='PauliTwoDesign')" modifiers="class">
+<Class id="qiskit.circuit.library.pauli_two_design" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/pauli_two_design.py#L25-L111" signature="qiskit.circuit.library.pauli_two_design(num_qubits, reps=3, seed=None, insert_barriers=False, parameter_prefix='θ', name='PauliTwoDesign')" modifiers="class">
   Bases:
 
   Construct a Pauli 2-design ansatz.
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.real_amplitudes.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.real_amplitudes.mdx
index d58c909722..e802947328 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.real_amplitudes.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.real_amplitudes.mdx
@@ -10,7 +10,7 @@ python_api_name: qiskit.circuit.library.real_amplitudes
 
 # real\_amplitudes
 
-<Class id="qiskit.circuit.library.real_amplitudes" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/real_amplitudes.py#L27-L130" signature="qiskit.circuit.library.real_amplitudes(num_qubits, entanglement='reverse_linear', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, name='RealAmplitudes')" modifiers="class">
+<Class id="qiskit.circuit.library.real_amplitudes" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/circuit/library/n_local/real_amplitudes.py#L27-L132" signature="qiskit.circuit.library.real_amplitudes(num_qubits, entanglement='reverse_linear', reps=3, skip_unentangled_qubits=False, skip_final_rotation_layer=False, parameter_prefix='θ', insert_barriers=False, name='RealAmplitudes')" modifiers="class">
   Bases:
 
   Construct a real-amplitudes 2-local circuit.
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.unitary_overlap.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.unitary_overlap.mdx
index 725ade16f3..4c31f4c6eb 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.unitary_overlap.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.unitary_overlap.mdx
@@ -29,10 +29,10 @@ $$
 
   ```python
   import numpy as np
-  from qiskit.circuit.library import EfficientSU2, unitary_overlap
+  from qiskit.circuit.library import efficient_su2, unitary_overlap
 
   # get two circuit to prepare states of which we compute the overlap
-  circuit = EfficientSU2(2, reps=1)
+  circuit = efficient_su2(2, reps=1)
   unitary1 = circuit.assign_parameters(np.random.random(circuit.num_parameters))
   unitary2 = circuit.assign_parameters(np.random.random(circuit.num_parameters))
 
diff --git a/docs/api/qiskit/dev/qiskit.circuit.library.zz_feature_map.mdx b/docs/api/qiskit/dev/qiskit.circuit.library.zz_feature_map.mdx
index 9c13770d4c..490469b36f 100644
--- a/docs/api/qiskit/dev/qiskit.circuit.library.zz_feature_map.mdx
+++ b/docs/api/qiskit/dev/qiskit.circuit.library.zz_feature_map.mdx
@@ -43,8 +43,8 @@ python_api_name: qiskit.circuit.library.zz_feature_map
   ```
 
   ```python
-  >>> from qiskit.circuit.library import EfficientSU2
-  >>> classifier = zz_feature_map(3) + EfficientSU2(3)
+  >>> from qiskit.circuit.library import efficient_su2
+  >>> classifier = zz_feature_map(3).compose(efficient_su2(3))
   >>> classifier.num_parameters
   15
   >>> classifier.parameters  # 'x' for the data preparation, 'θ' for the SU2 parameters
diff --git a/docs/api/qiskit/dev/qiskit.primitives.BitArray.mdx b/docs/api/qiskit/dev/qiskit.primitives.BitArray.mdx
index 99914a2a9e..4b3ba149da 100644
--- a/docs/api/qiskit/dev/qiskit.primitives.BitArray.mdx
+++ b/docs/api/qiskit/dev/qiskit.primitives.BitArray.mdx
@@ -74,7 +74,7 @@ python_api_name: qiskit.primitives.BitArray
 
     **Return type**
 
-    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")\[[*Any*](https://docs.python.org/3/library/typing.html#typing.Any "(in Python v3.13)"), [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.1)")\[*uint64*]]
+    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")\[[*Any*](https://docs.python.org/3/library/typing.html#typing.Any "(in Python v3.13)"), [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.2)")\[*uint64*]]
   </Function>
 
   ### concatenate
@@ -166,7 +166,7 @@ python_api_name: qiskit.primitives.BitArray
 
     **Parameters**
 
-    *   **observables** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*Pauli*](qiskit.quantum_info.Pauli "qiskit.quantum_info.operators.symplectic.pauli.Pauli")  *|*[*SparsePauliOp*](qiskit.quantum_info.SparsePauliOp "qiskit.quantum_info.operators.symplectic.sparse_pauli_op.SparsePauliOp")  *|*[*Mapping*](https://docs.python.org/3/library/typing.html#typing.Mapping "(in Python v3.13)")*\[*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*Pauli*](qiskit.quantum_info.Pauli "qiskit.quantum_info.operators.symplectic.pauli.Pauli")*,* [*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")*] | \_SupportsArray\[*[*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.1)")*\[*[*Any*](https://docs.python.org/3/library/typing.html#typing.Any "(in Python v3.13)")*]] | \_NestedSequence\[\_SupportsArray\[*[*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.1)")*\[*[*Any*](https://docs.python.org/3/library/typing.html#typing.Any "(in Python v3.13)")*]]] |* [*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")  *|*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")  *|*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")  *|*[*complex*](https://docs.python.org/3/library/functions.html#complex "(in Python v3.13)")  *|*[*bytes*](https://docs.python.org/3/library/stdtypes.html#bytes "(in Python v3.13)") *| \_NestedSequence\[*[*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")  *|*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")  *|*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")  *|*[*complex*](https://docs.python.org/3/library/functions.html#complex "(in Python v3.13)")  *|*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*bytes*](https://docs.python.org/3/library/stdtypes.html#bytes "(in Python v3.13)")*]*) – The observable(s) to take the expectation value of.
+    *   **observables** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*Pauli*](qiskit.quantum_info.Pauli "qiskit.quantum_info.operators.symplectic.pauli.Pauli")  *|*[*SparsePauliOp*](qiskit.quantum_info.SparsePauliOp "qiskit.quantum_info.operators.symplectic.sparse_pauli_op.SparsePauliOp")  *|*[*Mapping*](https://docs.python.org/3/library/typing.html#typing.Mapping "(in Python v3.13)")*\[*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*Pauli*](qiskit.quantum_info.Pauli "qiskit.quantum_info.operators.symplectic.pauli.Pauli")*,* [*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")*] | \_SupportsArray\[*[*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.2)")*\[*[*Any*](https://docs.python.org/3/library/typing.html#typing.Any "(in Python v3.13)")*]] | \_NestedSequence\[\_SupportsArray\[*[*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.2)")*\[*[*Any*](https://docs.python.org/3/library/typing.html#typing.Any "(in Python v3.13)")*]]] |* [*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")  *|*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")  *|*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")  *|*[*complex*](https://docs.python.org/3/library/functions.html#complex "(in Python v3.13)")  *|*[*bytes*](https://docs.python.org/3/library/stdtypes.html#bytes "(in Python v3.13)") *| \_NestedSequence\[*[*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")  *|*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")  *|*[*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)")  *|*[*complex*](https://docs.python.org/3/library/functions.html#complex "(in Python v3.13)")  *|*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*bytes*](https://docs.python.org/3/library/stdtypes.html#bytes "(in Python v3.13)")*]*) – The observable(s) to take the expectation value of.
     *   **and** (*Must have a shape broadcastable with with this bit array*) –
     *   **array.** (*the same number of qubits as the number of bits of this bit*) –
     *   **diagonal** (*The observables must be*) –
@@ -183,7 +183,7 @@ python_api_name: qiskit.primitives.BitArray
 
     **Return type**
 
-    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")\[[*Any*](https://docs.python.org/3/library/typing.html#typing.Any "(in Python v3.13)"), [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.1)")\[*float64*]]
+    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")\[[*Any*](https://docs.python.org/3/library/typing.html#typing.Any "(in Python v3.13)"), [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.2)")\[*float64*]]
   </Function>
 
   ### from\_bool\_array
@@ -193,7 +193,7 @@ python_api_name: qiskit.primitives.BitArray
 
     **Parameters**
 
-    *   **array** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")*\[*[*Any*](https://docs.python.org/3/library/typing.html#typing.Any "(in Python v3.13)")*,* [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.1)")*\[bool\_]]*) – The array to convert, with “bitstrings” along the last axis.
+    *   **array** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")*\[*[*Any*](https://docs.python.org/3/library/typing.html#typing.Any "(in Python v3.13)")*,* [*dtype*](https://numpy.org/doc/stable/reference/generated/numpy.dtype.html#numpy.dtype "(in NumPy v2.2)")*\[bool\_]]*) – The array to convert, with “bitstrings” along the last axis.
     *   **order** ([*Literal*](https://docs.python.org/3/library/typing.html#typing.Literal "(in Python v3.13)")*\['big', 'little']*) – One of `"big"` or `"little"`, indicating whether `array[..., 0]` correspond to the most significant bits or the least significant bits of each bitstring, respectively.
 
     **Returns**
diff --git a/docs/api/qiskit/dev/qiskit.quantum_info.SparseObservable.mdx b/docs/api/qiskit/dev/qiskit.quantum_info.SparseObservable.mdx
index 19dba23643..73423f2b83 100644
--- a/docs/api/qiskit/dev/qiskit.quantum_info.SparseObservable.mdx
+++ b/docs/api/qiskit/dev/qiskit.quantum_info.SparseObservable.mdx
@@ -148,7 +148,7 @@ $$
     </Attribute>
   </Class>
 
-  Each of the array-like attributes behaves like a Python sequence. You can index and slice these with standard [`list`](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.13)")-like semantics. Slicing an attribute returns a Numpy [`ndarray`](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)") containing a copy of the relevant data with the natural `dtype` of the field; this lets you easily do mathematics on the results, like bitwise operations on [`bit_terms`](#qiskit.quantum_info.SparseObservable.bit_terms "qiskit.quantum_info.SparseObservable.bit_terms"). You can assign to indices or slices of each of the attributes, but beware that you must uphold [the data coherence rules](#sparse-observable-arrays) while doing this. For example:
+  Each of the array-like attributes behaves like a Python sequence. You can index and slice these with standard [`list`](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.13)")-like semantics. Slicing an attribute returns a Numpy [`ndarray`](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)") containing a copy of the relevant data with the natural `dtype` of the field; this lets you easily do mathematics on the results, like bitwise operations on [`bit_terms`](#qiskit.quantum_info.SparseObservable.bit_terms "qiskit.quantum_info.SparseObservable.bit_terms"). You can assign to indices or slices of each of the attributes, but beware that you must uphold [the data coherence rules](#sparse-observable-arrays) while doing this. For example:
 
   ```python
   >>> obs = SparseObservable.from_list([("XZY", 1.5j), ("+1r", -0.5)])
@@ -607,13 +607,13 @@ $$
 
     *   **num\_qubits** – number of qubits in the observable.
 
-    *   **coeffs** – complex coefficients of each term of the observable. This should be a Numpy array with dtype [`complex128`](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.complex128 "(in NumPy v2.1)").
+    *   **coeffs** – complex coefficients of each term of the observable. This should be a Numpy array with dtype [`complex128`](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.complex128 "(in NumPy v2.2)").
 
-    *   **bit\_terms** – flattened list of the single-qubit terms comprising all complete terms. This should be a Numpy array with dtype [`uint8`](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.uint8 "(in NumPy v2.1)") (which is compatible with [`BitTerm`](#qiskit.quantum_info.SparseObservable.BitTerm "qiskit.quantum_info.SparseObservable.BitTerm")).
+    *   **bit\_terms** – flattened list of the single-qubit terms comprising all complete terms. This should be a Numpy array with dtype [`uint8`](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.uint8 "(in NumPy v2.2)") (which is compatible with [`BitTerm`](#qiskit.quantum_info.SparseObservable.BitTerm "qiskit.quantum_info.SparseObservable.BitTerm")).
 
-    *   **indices** – flattened term-wise sorted list of the qubits each single-qubit term corresponds to. This should be a Numpy array with dtype [`uint32`](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.uint32 "(in NumPy v2.1)").
+    *   **indices** – flattened term-wise sorted list of the qubits each single-qubit term corresponds to. This should be a Numpy array with dtype [`uint32`](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.uint32 "(in NumPy v2.2)").
 
-    *   **boundaries** – the indices that partition `bit_terms` and `indices` into terms. This should be a Numpy array with dtype [`uintp`](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.uintp "(in NumPy v2.1)").
+    *   **boundaries** – the indices that partition `bit_terms` and `indices` into terms. This should be a Numpy array with dtype [`uintp`](https://numpy.org/doc/stable/reference/arrays.scalars.html#numpy.uintp "(in NumPy v2.2)").
 
     *   **check** –
 
diff --git a/docs/api/qiskit/dev/qiskit.quantum_info.StabilizerState.mdx b/docs/api/qiskit/dev/qiskit.quantum_info.StabilizerState.mdx
index 5a540dac57..0c9c629ca4 100644
--- a/docs/api/qiskit/dev/qiskit.quantum_info.StabilizerState.mdx
+++ b/docs/api/qiskit/dev/qiskit.quantum_info.StabilizerState.mdx
@@ -8,7 +8,7 @@ python_api_name: qiskit.quantum_info.StabilizerState
 
 # StabilizerState
 
-<Class id="qiskit.quantum_info.StabilizerState" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L36-L778" signature="qiskit.quantum_info.StabilizerState(data, validate=True)" modifiers="class">
+<Class id="qiskit.quantum_info.StabilizerState" isDedicatedPage={true} github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L36-L805" signature="qiskit.quantum_info.StabilizerState(data, validate=True)" modifiers="class">
   Bases: `QuantumState`
 
   StabilizerState class. Stabilizer simulator using the convention from reference \[1]. Based on the internal class [`Clifford`](qiskit.quantum_info.Clifford "qiskit.quantum_info.Clifford").
@@ -101,7 +101,7 @@ python_api_name: qiskit.quantum_info.StabilizerState
 
   ### equiv
 
-  <Function id="qiskit.quantum_info.StabilizerState.equiv" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L327-L366" signature="equiv(other)">
+  <Function id="qiskit.quantum_info.StabilizerState.equiv" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L354-L393" signature="equiv(other)">
     Return True if the two generating sets generate the same stabilizer group.
 
     **Parameters**
@@ -165,25 +165,25 @@ python_api_name: qiskit.quantum_info.StabilizerState
 
   ### expectation\_value
 
-  <Function id="qiskit.quantum_info.StabilizerState.expectation_value" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L262-L325" signature="expectation_value(oper, qargs=None)">
-    Compute the expectation value of a Pauli operator.
+  <Function id="qiskit.quantum_info.StabilizerState.expectation_value" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L262-L287" signature="expectation_value(oper, qargs=None)">
+    Compute the expectation value of a Pauli or SparsePauliOp operator.
 
     **Parameters**
 
-    *   **oper** ([*Pauli*](qiskit.quantum_info.Pauli "qiskit.quantum_info.Pauli")) – a Pauli operator to evaluate expval.
-    *   **qargs** (*None or* [*list*](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.13)")) – subsystems to apply the operator on.
+    *   **oper** ([*Pauli*](qiskit.quantum_info.Pauli "qiskit.quantum_info.Pauli")  *|*[*SparsePauliOp*](qiskit.quantum_info.SparsePauliOp "qiskit.quantum_info.SparsePauliOp")) – A Pauli or SparsePauliOp operator to evaluate the expectation value.
+    *   **qargs** (*None |* [*list*](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.13)")) – Subsystems to apply the operator on.
 
     **Returns**
 
-    the expectation value (only 0 or 1 or -1 or i or -i).
+    The expectation value.
 
-    **Return type**
+    **Raises**
 
-    [complex](https://docs.python.org/3/library/functions.html#complex "(in Python v3.13)")
+    [**QiskitError**](exceptions#qiskit.exceptions.QiskitError "qiskit.exceptions.QiskitError") – if oper is not a Pauli or SparsePauliOp operator.
 
-    **Raises**
+    **Return type**
 
-    [**QiskitError**](exceptions#qiskit.exceptions.QiskitError "qiskit.exceptions.QiskitError") – if oper is not a Pauli operator.
+    [complex](https://docs.python.org/3/library/functions.html#complex "(in Python v3.13)")
   </Function>
 
   ### from\_stabilizer\_list
@@ -214,7 +214,7 @@ python_api_name: qiskit.quantum_info.StabilizerState
 
   ### measure
 
-  <Function id="qiskit.quantum_info.StabilizerState.measure" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L491-L519" signature="measure(qargs=None)">
+  <Function id="qiskit.quantum_info.StabilizerState.measure" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L518-L546" signature="measure(qargs=None)">
     Measure subsystems and return outcome and post-measure state.
 
     Note that this function uses the QuantumStates internal random number generator for sampling the measurement outcome. The RNG seed can be set using the [`seed()`](#qiskit.quantum_info.StabilizerState.seed "qiskit.quantum_info.StabilizerState.seed") method.
@@ -236,7 +236,7 @@ python_api_name: qiskit.quantum_info.StabilizerState
 
   ### probabilities
 
-  <Function id="qiskit.quantum_info.StabilizerState.probabilities" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L368-L392" signature="probabilities(qargs=None, decimals=None)">
+  <Function id="qiskit.quantum_info.StabilizerState.probabilities" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L395-L419" signature="probabilities(qargs=None, decimals=None)">
     Return the subsystem measurement probability vector.
 
     Measurement probabilities are with respect to measurement in the computation (diagonal) basis.
@@ -257,7 +257,7 @@ python_api_name: qiskit.quantum_info.StabilizerState
 
   ### probabilities\_dict
 
-  <Function id="qiskit.quantum_info.StabilizerState.probabilities_dict" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L430-L452" signature="probabilities_dict(qargs=None, decimals=None)">
+  <Function id="qiskit.quantum_info.StabilizerState.probabilities_dict" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L457-L479" signature="probabilities_dict(qargs=None, decimals=None)">
     Return the subsystem measurement probability dictionary.
 
     Measurement probabilities are with respect to measurement in the computation (diagonal) basis.
@@ -280,7 +280,7 @@ python_api_name: qiskit.quantum_info.StabilizerState
 
   ### probabilities\_dict\_from\_bitstring
 
-  <Function id="qiskit.quantum_info.StabilizerState.probabilities_dict_from_bitstring" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L394-L428" signature="probabilities_dict_from_bitstring(outcome_bitstring, qargs=None, decimals=None)">
+  <Function id="qiskit.quantum_info.StabilizerState.probabilities_dict_from_bitstring" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L421-L455" signature="probabilities_dict_from_bitstring(outcome_bitstring, qargs=None, decimals=None)">
     Return the subsystem measurement probability dictionary utilizing a targeted outcome\_bitstring to perform the measurement for. This will calculate a probability for only a single targeted outcome\_bitstring value, giving a performance boost over calculating all possible outcomes.
 
     Measurement probabilities are with respect to measurement in the computation (diagonal) basis.
@@ -322,7 +322,7 @@ python_api_name: qiskit.quantum_info.StabilizerState
 
   ### reset
 
-  <Function id="qiskit.quantum_info.StabilizerState.reset" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L454-L489" signature="reset(qargs=None)">
+  <Function id="qiskit.quantum_info.StabilizerState.reset" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L481-L516" signature="reset(qargs=None)">
     Reset state or subsystems to the 0-state.
 
     **Parameters**
@@ -369,7 +369,7 @@ python_api_name: qiskit.quantum_info.StabilizerState
 
   ### sample\_memory
 
-  <Function id="qiskit.quantum_info.StabilizerState.sample_memory" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L521-L545" signature="sample_memory(shots, qargs=None)">
+  <Function id="qiskit.quantum_info.StabilizerState.sample_memory" github="https://github.com/Qiskit/qiskit/tree/main/qiskit/quantum_info/states/stabilizerstate.py#L548-L572" signature="sample_memory(shots, qargs=None)">
     Sample a list of qubit measurement outcomes in the computational basis.
 
     **Parameters**
diff --git a/docs/api/qiskit/dev/qiskit.result.BaseReadoutMitigator.mdx b/docs/api/qiskit/dev/qiskit.result.BaseReadoutMitigator.mdx
index c765abe440..8908224282 100644
--- a/docs/api/qiskit/dev/qiskit.result.BaseReadoutMitigator.mdx
+++ b/docs/api/qiskit/dev/qiskit.result.BaseReadoutMitigator.mdx
@@ -23,7 +23,7 @@ python_api_name: qiskit.result.BaseReadoutMitigator
     **Parameters**
 
     *   **data** ([*Counts*](qiskit.result.Counts "qiskit.result.counts.Counts")) – Counts object to be mitigated.
-    *   **diagonal** ([*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")  *|*[*dict*](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.13)")  *|*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – the diagonal operator. This may either be specified as a string containing I,Z,0,1 characters, or as a real valued 1D array\_like object supplying the full diagonal, or as a dictionary, or as Callable.
+    *   **diagonal** ([*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")  *|*[*dict*](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.13)")  *|*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – the diagonal operator. This may either be specified as a string containing I,Z,0,1 characters, or as a real valued 1D array\_like object supplying the full diagonal, or as a dictionary, or as Callable.
     *   **qubits** ([*Iterable*](https://docs.python.org/3/library/typing.html#typing.Iterable "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*] | None*) – the physical qubits measured to obtain the counts clbits. If None these are assumed to be qubits \[0, …, N-1] for N-bit counts.
     *   **clbits** ([*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*] | None*) – Optional, marginalize counts to just these bits.
     *   **shots** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)") *| None*) – Optional, the total number of shots, if None shots will be calculated as the sum of all counts.
diff --git a/docs/api/qiskit/dev/qiskit.result.CorrelatedReadoutMitigator.mdx b/docs/api/qiskit/dev/qiskit.result.CorrelatedReadoutMitigator.mdx
index 318c89a869..4e2f1c5e8d 100644
--- a/docs/api/qiskit/dev/qiskit.result.CorrelatedReadoutMitigator.mdx
+++ b/docs/api/qiskit/dev/qiskit.result.CorrelatedReadoutMitigator.mdx
@@ -23,7 +23,7 @@ python_api_name: qiskit.result.CorrelatedReadoutMitigator
 
   **Parameters**
 
-  *   **assignment\_matrix** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – readout error assignment matrix.
+  *   **assignment\_matrix** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – readout error assignment matrix.
   *   **qubits** ([*Iterable*](https://docs.python.org/3/library/typing.html#typing.Iterable "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*] | None*) – Optional, the measured physical qubits for mitigation.
 
   **Raises**
@@ -76,7 +76,7 @@ python_api_name: qiskit.result.CorrelatedReadoutMitigator
     **Parameters**
 
     *   **data** ([*Counts*](qiskit.result.Counts "qiskit.result.counts.Counts")) – Counts object
-    *   **diagonal** ([*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")  *|*[*dict*](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.13)")  *|*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)") *| None*) – Optional, the vector of diagonal values for summing the expectation value. If `None` the default value is $[1, -1]^\otimes n$.
+    *   **diagonal** ([*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")  *|*[*dict*](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.13)")  *|*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)") *| None*) – Optional, the vector of diagonal values for summing the expectation value. If `None` the default value is $[1, -1]^\otimes n$.
     *   **qubits** ([*Iterable*](https://docs.python.org/3/library/typing.html#typing.Iterable "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*] | None*) – Optional, the measured physical qubits the count bitstrings correspond to. If None qubits are assumed to be $[0, ..., n-1]$.
     *   **clbits** ([*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*] | None*) – Optional, if not None marginalize counts to the specified bits.
     *   **shots** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)") *| None*) – the number of shots.
diff --git a/docs/api/qiskit/dev/qiskit.result.LocalReadoutMitigator.mdx b/docs/api/qiskit/dev/qiskit.result.LocalReadoutMitigator.mdx
index 093bfcd474..c6f5ceada9 100644
--- a/docs/api/qiskit/dev/qiskit.result.LocalReadoutMitigator.mdx
+++ b/docs/api/qiskit/dev/qiskit.result.LocalReadoutMitigator.mdx
@@ -23,7 +23,7 @@ python_api_name: qiskit.result.LocalReadoutMitigator
 
   **Parameters**
 
-  *   **assignment\_matrices** ([*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")*] | None*) – Optional, list of single-qubit readout error assignment matrices.
+  *   **assignment\_matrices** ([*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")*] | None*) – Optional, list of single-qubit readout error assignment matrices.
   *   **qubits** ([*Iterable*](https://docs.python.org/3/library/typing.html#typing.Iterable "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*] | None*) – Optional, the measured physical qubits for mitigation.
   *   **backend** – Optional, backend name.
 
@@ -77,7 +77,7 @@ python_api_name: qiskit.result.LocalReadoutMitigator
     **Parameters**
 
     *   **data** ([*Counts*](qiskit.result.Counts "qiskit.result.counts.Counts")) – Counts object
-    *   **diagonal** ([*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")  *|*[*dict*](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.13)")  *|*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)") *| None*) – Optional, the vector of diagonal values for summing the expectation value. If `None` the default value is $[1, -1]^\otimes n$.
+    *   **diagonal** ([*Callable*](https://docs.python.org/3/library/typing.html#typing.Callable "(in Python v3.13)")  *|*[*dict*](https://docs.python.org/3/library/stdtypes.html#dict "(in Python v3.13)")  *|*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")  *|*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)") *| None*) – Optional, the vector of diagonal values for summing the expectation value. If `None` the default value is $[1, -1]^\otimes n$.
     *   **qubits** ([*Iterable*](https://docs.python.org/3/library/typing.html#typing.Iterable "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*] | None*) – Optional, the measured physical qubits the count bitstrings correspond to. If None qubits are assumed to be $[0, ..., n-1]$.
     *   **clbits** ([*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*] | None*) – Optional, if not None marginalize counts to the specified bits.
     *   **shots** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)") *| None*) – the number of shots.
diff --git a/docs/api/qiskit/dev/qiskit.synthesis.OneQubitEulerDecomposer.mdx b/docs/api/qiskit/dev/qiskit.synthesis.OneQubitEulerDecomposer.mdx
index 59b1b91983..ab6a9aa0e4 100644
--- a/docs/api/qiskit/dev/qiskit.synthesis.OneQubitEulerDecomposer.mdx
+++ b/docs/api/qiskit/dev/qiskit.synthesis.OneQubitEulerDecomposer.mdx
@@ -84,7 +84,7 @@ python_api_name: qiskit.synthesis.OneQubitEulerDecomposer
 
     **Parameters**
 
-    **unitary** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – $2\times2$ unitary matrix.
+    **unitary** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – $2\times2$ unitary matrix.
 
     **Returns**
 
@@ -102,7 +102,7 @@ python_api_name: qiskit.synthesis.OneQubitEulerDecomposer
 
     **Parameters**
 
-    **unitary** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – $2\times2$
+    **unitary** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – $2\times2$
 
     **Returns**
 
diff --git a/docs/api/qiskit/dev/qiskit.synthesis.TwoQubitWeylDecomposition.mdx b/docs/api/qiskit/dev/qiskit.synthesis.TwoQubitWeylDecomposition.mdx
index 0199aedbfc..8f12504277 100644
--- a/docs/api/qiskit/dev/qiskit.synthesis.TwoQubitWeylDecomposition.mdx
+++ b/docs/api/qiskit/dev/qiskit.synthesis.TwoQubitWeylDecomposition.mdx
@@ -44,7 +44,7 @@ $$
 
   **Parameters**
 
-  *   **unitary\_matrix** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) –
+  *   **unitary\_matrix** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) –
   *   **fidelity** ([*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.13)") *| None*) –
   *   **\_specialization** (*two\_qubit\_decompose.Specialization | None*) –
 
diff --git a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.ApproximateCircuit.mdx b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.ApproximateCircuit.mdx
index 2d47eb6a7e..f900ed91e3 100644
--- a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.ApproximateCircuit.mdx
+++ b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.ApproximateCircuit.mdx
@@ -285,7 +285,7 @@ python_api_name: qiskit.synthesis.unitary.aqc.ApproximateCircuit
 
     **Parameters**
 
-    **thetas** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – a vector of parameters to be set in this circuit.
+    **thetas** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – a vector of parameters to be set in this circuit.
 
     **Return type**
 
diff --git a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.ApproximatingObjective.mdx b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.ApproximatingObjective.mdx
index e799767a33..c8b0d4d1ac 100644
--- a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.ApproximatingObjective.mdx
+++ b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.ApproximatingObjective.mdx
@@ -36,7 +36,7 @@ python_api_name: qiskit.synthesis.unitary.aqc.ApproximatingObjective
 
     **Parameters**
 
-    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – a vector of parameter values for the optimization problem.
+    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – a vector of parameter values for the optimization problem.
 
     **Returns**
 
@@ -44,7 +44,7 @@ python_api_name: qiskit.synthesis.unitary.aqc.ApproximatingObjective
 
     **Return type**
 
-    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")
+    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")
   </Function>
 
   ### objective
@@ -54,7 +54,7 @@ python_api_name: qiskit.synthesis.unitary.aqc.ApproximatingObjective
 
     **Parameters**
 
-    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – a vector of parameter values for the optimization problem.
+    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – a vector of parameter values for the optimization problem.
 
     **Returns**
 
diff --git a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.CNOTUnitCircuit.mdx b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.CNOTUnitCircuit.mdx
index 49b3e2ace7..a956e06409 100644
--- a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.CNOTUnitCircuit.mdx
+++ b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.CNOTUnitCircuit.mdx
@@ -291,7 +291,7 @@ python_api_name: qiskit.synthesis.unitary.aqc.CNOTUnitCircuit
 
     **Parameters**
 
-    **thetas** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) –
+    **thetas** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) –
 
     **Return type**
 
diff --git a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.DefaultCNOTUnitObjective.mdx b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.DefaultCNOTUnitObjective.mdx
index e30010b29a..3d0d664bde 100644
--- a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.DefaultCNOTUnitObjective.mdx
+++ b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.DefaultCNOTUnitObjective.mdx
@@ -47,7 +47,7 @@ python_api_name: qiskit.synthesis.unitary.aqc.DefaultCNOTUnitObjective
 
     **Parameters**
 
-    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – a vector of parameter values for the optimization problem.
+    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – a vector of parameter values for the optimization problem.
 
     **Returns**
 
@@ -55,7 +55,7 @@ python_api_name: qiskit.synthesis.unitary.aqc.DefaultCNOTUnitObjective
 
     **Return type**
 
-    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")
+    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")
   </Function>
 
   ### objective
@@ -65,7 +65,7 @@ python_api_name: qiskit.synthesis.unitary.aqc.DefaultCNOTUnitObjective
 
     **Parameters**
 
-    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – a vector of parameter values for the optimization problem.
+    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – a vector of parameter values for the optimization problem.
 
     **Returns**
 
diff --git a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.FastCNOTUnitObjective.mdx b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.FastCNOTUnitObjective.mdx
index 4cacc849d3..db4013441e 100644
--- a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.FastCNOTUnitObjective.mdx
+++ b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.FastCNOTUnitObjective.mdx
@@ -16,7 +16,7 @@ python_api_name: qiskit.synthesis.unitary.aqc.FastCNOTUnitObjective
   **Parameters**
 
   *   **num\_qubits** ([*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")) – number of qubits.
-  *   **cnots** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – a CNOT structure to be used in the optimization procedure.
+  *   **cnots** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – a CNOT structure to be used in the optimization procedure.
 
   ## Attributes
 
@@ -47,11 +47,11 @@ python_api_name: qiskit.synthesis.unitary.aqc.FastCNOTUnitObjective
 
     **Parameters**
 
-    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) –
+    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) –
 
     **Return type**
 
-    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")
+    [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")
   </Function>
 
   ### objective
@@ -61,7 +61,7 @@ python_api_name: qiskit.synthesis.unitary.aqc.FastCNOTUnitObjective
 
     **Parameters**
 
-    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) –
+    **param\_values** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) –
 
     **Return type**
 
diff --git a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.mdx b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.mdx
index bbde76af2b..2ded7ed9ee 100644
--- a/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.mdx
+++ b/docs/api/qiskit/dev/qiskit.synthesis.unitary.aqc.mdx
@@ -147,7 +147,7 @@ This uses a helper function, [`make_cnot_network`](#qiskit.synthesis.unitary.aqc
 
   **Return type**
 
-  [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")
+  [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")
 </Function>
 
 One can take advantage of accelerated version of objective function. It implements the same mathematical algorithm as the default one `DefaultCNOTUnitObjective` but runs several times faster. Instantiation of accelerated objective function class is similar to the default case:
diff --git a/docs/api/qiskit/dev/qiskit.transpiler.Target.mdx b/docs/api/qiskit/dev/qiskit.transpiler.Target.mdx
index 90ab8da328..6e42e2aeed 100644
--- a/docs/api/qiskit/dev/qiskit.transpiler.Target.mdx
+++ b/docs/api/qiskit/dev/qiskit.transpiler.Target.mdx
@@ -110,7 +110,7 @@ python_api_name: qiskit.transpiler.Target
   ### instructions
 
   <Attribute id="qiskit.transpiler.Target.instructions">
-    Get the list of tuples ``(:class:`~qiskit.circuit.Instruction`, (qargs))`` for the target
+    Get the list of tuples ([`Instruction`](qiskit.circuit.Instruction "qiskit.circuit.Instruction"), (qargs)) for the target
 
     For globally defined variable width operations the tuple will be of the form `(class, None)` where class is the actual operation class that is globally defined.
   </Attribute>
diff --git a/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.aqc_plugin.AQCSynthesisPlugin.mdx b/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.aqc_plugin.AQCSynthesisPlugin.mdx
index 18442fe9e4..fee8152e15 100644
--- a/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.aqc_plugin.AQCSynthesisPlugin.mdx
+++ b/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.aqc_plugin.AQCSynthesisPlugin.mdx
@@ -39,7 +39,7 @@ python_api_name: qiskit.transpiler.passes.synthesis.aqc_plugin.AQCSynthesisPlugi
 
   A random seed.
 
-  **initial\_point ([`ndarray`](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)"))**
+  **initial\_point ([`ndarray`](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)"))**
 
   Initial values of angles/parameters to start the optimization process from.
 
@@ -162,7 +162,7 @@ python_api_name: qiskit.transpiler.passes.synthesis.aqc_plugin.AQCSynthesisPlugi
 
     **Parameters**
 
-    *   **unitary** ([*numpy.ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – The unitary matrix to synthesize to a [`DAGCircuit`](qiskit.dagcircuit.DAGCircuit "qiskit.dagcircuit.DAGCircuit") object
+    *   **unitary** ([*numpy.ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – The unitary matrix to synthesize to a [`DAGCircuit`](qiskit.dagcircuit.DAGCircuit "qiskit.dagcircuit.DAGCircuit") object
     *   **options** – The optional kwargs that are passed based on the output the `support_*` methods on the class. Refer to the documentation for these methods on [`UnitarySynthesisPlugin`](qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin "qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin") to see what the keys and values are.
 
     **Returns**
diff --git a/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin.mdx b/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin.mdx
index 9b179ff485..ba9cbb6e42 100644
--- a/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin.mdx
+++ b/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin.mdx
@@ -181,7 +181,7 @@ python_api_name: qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugi
 
     **Parameters**
 
-    *   **unitary** ([*numpy.ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – The unitary matrix to synthesize to a [`DAGCircuit`](qiskit.dagcircuit.DAGCircuit "qiskit.dagcircuit.DAGCircuit") object
+    *   **unitary** ([*numpy.ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – The unitary matrix to synthesize to a [`DAGCircuit`](qiskit.dagcircuit.DAGCircuit "qiskit.dagcircuit.DAGCircuit") object
     *   **options** – The optional kwargs that are passed based on the output the `support_*` methods on the class. Refer to the documentation for these methods on [`UnitarySynthesisPlugin`](#qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin "qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin") to see what the keys and values are.
 
     **Returns**
diff --git a/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.solovay_kitaev_synthesis.SolovayKitaevSynthesis.mdx b/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.solovay_kitaev_synthesis.SolovayKitaevSynthesis.mdx
index ce5dc8814e..2cb3d23076 100644
--- a/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.solovay_kitaev_synthesis.SolovayKitaevSynthesis.mdx
+++ b/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.solovay_kitaev_synthesis.SolovayKitaevSynthesis.mdx
@@ -154,7 +154,7 @@ python_api_name: qiskit.transpiler.passes.synthesis.solovay_kitaev_synthesis.Sol
 
     **Parameters**
 
-    *   **unitary** ([*numpy.ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – The unitary matrix to synthesize to a [`DAGCircuit`](qiskit.dagcircuit.DAGCircuit "qiskit.dagcircuit.DAGCircuit") object
+    *   **unitary** ([*numpy.ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – The unitary matrix to synthesize to a [`DAGCircuit`](qiskit.dagcircuit.DAGCircuit "qiskit.dagcircuit.DAGCircuit") object
     *   **options** – The optional kwargs that are passed based on the output the `support_*` methods on the class. Refer to the documentation for these methods on [`UnitarySynthesisPlugin`](qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin "qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin") to see what the keys and values are.
 
     **Returns**
diff --git a/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.unitary_synthesis.DefaultUnitarySynthesis.mdx b/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.unitary_synthesis.DefaultUnitarySynthesis.mdx
index 938a787958..08236fe75a 100644
--- a/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.unitary_synthesis.DefaultUnitarySynthesis.mdx
+++ b/docs/api/qiskit/dev/qiskit.transpiler.passes.synthesis.unitary_synthesis.DefaultUnitarySynthesis.mdx
@@ -72,7 +72,7 @@ python_api_name: qiskit.transpiler.passes.synthesis.unitary_synthesis.DefaultUni
 
     **Parameters**
 
-    *   **unitary** ([*numpy.ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – The unitary matrix to synthesize to a [`DAGCircuit`](qiskit.dagcircuit.DAGCircuit "qiskit.dagcircuit.DAGCircuit") object
+    *   **unitary** ([*numpy.ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – The unitary matrix to synthesize to a [`DAGCircuit`](qiskit.dagcircuit.DAGCircuit "qiskit.dagcircuit.DAGCircuit") object
     *   **options** – The optional kwargs that are passed based on the output the `support_*` methods on the class. Refer to the documentation for these methods on [`UnitarySynthesisPlugin`](qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin "qiskit.transpiler.passes.synthesis.plugin.UnitarySynthesisPlugin") to see what the keys and values are.
 
     **Returns**
diff --git a/docs/api/qiskit/dev/result.mdx b/docs/api/qiskit/dev/result.mdx
index 922798cead..e823a21fee 100644
--- a/docs/api/qiskit/dev/result.mdx
+++ b/docs/api/qiskit/dev/result.mdx
@@ -90,7 +90,7 @@ python_api_name: qiskit.result
 
   **Parameters**
 
-  *   **memory** ([*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")*] |* [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – The input memory list, this is either a list of hexadecimal strings to be marginalized representing measure level 2 memory or a numpy array representing level 0 measurement memory (single or avg) or level 1 measurement memory (single or avg).
+  *   **memory** ([*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.13)")*] |* [*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – The input memory list, this is either a list of hexadecimal strings to be marginalized representing measure level 2 memory or a numpy array representing level 0 measurement memory (single or avg) or level 1 measurement memory (single or avg).
   *   **indices** ([*List*](https://docs.python.org/3/library/typing.html#typing.List "(in Python v3.13)")*\[*[*int*](https://docs.python.org/3/library/functions.html#int "(in Python v3.13)")*] | None*) – The bit positions of interest to marginalize over. If `None` (default), do not marginalize at all.
   *   **int\_return** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")) – If set to `True` the output will be a list of integers. By default the return type is a bit string. This and `hex_return` are mutually exclusive and can not be specified at the same time. This option only has an effect with memory level 2.
   *   **hex\_return** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")) – If set to `True` the output will be a list of hexadecimal strings. By default the return type is a bit string. This and `int_return` are mutually exclusive and can not be specified at the same time. This option only has an effect with memory level 2.
diff --git a/docs/api/qiskit/dev/synthesis.mdx b/docs/api/qiskit/dev/synthesis.mdx
index e43dc13d3d..8c560dc8dc 100644
--- a/docs/api/qiskit/dev/synthesis.mdx
+++ b/docs/api/qiskit/dev/synthesis.mdx
@@ -69,7 +69,7 @@ python_api_name: qiskit.synthesis
 
   **Parameters**
 
-  **mat** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")*\[*[*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")*]*) – A boolean invertible matrix.
+  **mat** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")*\[*[*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")*]*) – A boolean invertible matrix.
 
   **Returns**
 
@@ -99,7 +99,7 @@ python_api_name: qiskit.synthesis
 
   **Parameters**
 
-  **mat** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – an upper-diagonal matrix representing the CZ circuit. `mat[i][j]=1 for i<j` represents a `cz(i,j)` gate
+  **mat** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – an upper-diagonal matrix representing the CZ circuit. `mat[i][j]=1 for i<j` represents a `cz(i,j)` gate
 
   **Returns**
 
@@ -121,8 +121,8 @@ python_api_name: qiskit.synthesis
 
   **Parameters**
 
-  *   **mat\_z** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – a boolean symmetric matrix representing a CZ circuit. `mat_z[i][j]=1` represents a `cz(i,j)` gate
-  *   **mat\_x** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")) – a boolean invertible matrix representing a CX circuit.
+  *   **mat\_z** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – a boolean symmetric matrix representing a CZ circuit. `mat_z[i][j]=1` represents a `cz(i,j)` gate
+  *   **mat\_x** ([*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")) – a boolean invertible matrix representing a CX circuit.
 
   **Returns**
 
@@ -573,7 +573,7 @@ python_api_name: qiskit.synthesis
   **Parameters**
 
   *   **stab** ([*StabilizerState*](qiskit.quantum_info.StabilizerState "qiskit.quantum_info.states.stabilizerstate.StabilizerState")) – A stabilizer state.
-  *   **cz\_synth\_func** ([*Callable*](https://docs.python.org/3/library/collections.abc.html#collections.abc.Callable "(in Python v3.13)")*\[\[*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.1)")*],* [*QuantumCircuit*](qiskit.circuit.QuantumCircuit "qiskit.circuit.quantumcircuit.QuantumCircuit")*]*) – A function to decompose the CZ sub-circuit. It gets as input a boolean symmetric matrix, and outputs a [`QuantumCircuit`](qiskit.circuit.QuantumCircuit "qiskit.circuit.QuantumCircuit").
+  *   **cz\_synth\_func** ([*Callable*](https://docs.python.org/3/library/collections.abc.html#collections.abc.Callable "(in Python v3.13)")*\[\[*[*ndarray*](https://numpy.org/doc/stable/reference/generated/numpy.ndarray.html#numpy.ndarray "(in NumPy v2.2)")*],* [*QuantumCircuit*](qiskit.circuit.QuantumCircuit "qiskit.circuit.quantumcircuit.QuantumCircuit")*]*) – A function to decompose the CZ sub-circuit. It gets as input a boolean symmetric matrix, and outputs a [`QuantumCircuit`](qiskit.circuit.QuantumCircuit "qiskit.circuit.QuantumCircuit").
   *   **cz\_func\_reverse\_qubits** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")) – `True` only if `cz_synth_func` is [`synth_cz_depth_line_mr()`](#qiskit.synthesis.synth_cz_depth_line_mr "qiskit.synthesis.synth_cz_depth_line_mr"), since this function returns a circuit that reverts the order of qubits.
   *   **validate** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.13)")) – If `True`, validates the synthesis process.
 
diff --git a/public/images/api/qiskit-ibm-runtime/dev/fake_provider-1.png b/public/images/api/qiskit-ibm-runtime/dev/fake_provider-1.png
index 9c55978b56..68f1b5f72e 100644
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