diff --git a/docs/api/qiskit/dev/providers.mdx b/docs/api/qiskit/dev/providers.mdx
index 17c8dd4c703..9be149bb63c 100644
--- a/docs/api/qiskit/dev/providers.mdx
+++ b/docs/api/qiskit/dev/providers.mdx
@@ -376,7 +376,7 @@ This function will transform the out of bounds gates into one that respects the
 
 ### Backend.run Method
 
-Of key importance is the [`run()`](qiskit.providers.BackendV2#run "qiskit.providers.BackendV2.run") method, which is used to actually submit circuits to a device or simulator. The run method handles submitting the circuits to the backend to be executed and returning a [`Job`](qiskit.providers.Job "qiskit.providers.Job") object. Depending on the type of backend this typically involves serializing the circuit object into the API format used by a backend. For example, on IBM backends from the `qiskit-ibm-provider` package this involves converting from a quantum circuit and options into a [`qpy`](qpy#module-qiskit.qpy "qiskit.qpy") payload embedded in JSON and submitting that to the IBM Quantum API. Since every backend interface is different (and in the case of the local simulators serialization may not be needed) it is expected that the backend’s [`run`](qiskit.providers.BackendV2#run "qiskit.providers.BackendV2.run") method will handle this conversion.
+Of key importance is the [`run()`](qiskit.providers.BackendV2#run "qiskit.providers.BackendV2.run") method, which is used to actually submit circuits to a device or simulator. The run method handles submitting the circuits to the backend to be executed and returning a [`Job`](qiskit.providers.Job "qiskit.providers.Job") object. Depending on the type of backend this typically involves serializing the circuit object into the API format used by a backend. Since backend serialization needs might differ (and, in the case of local simulators, serialization may not even be needed), it is expected that the backend’s [`run`](qiskit.providers.BackendV2#run "qiskit.providers.BackendV2.run") method will handle this conversion.
 
 An example run method would be something like:
 
diff --git a/docs/api/qiskit/dev/qiskit.visualization.plot_bloch_multivector.mdx b/docs/api/qiskit/dev/qiskit.visualization.plot_bloch_multivector.mdx
index c5ed3e6ce9c..feb081282ad 100644
--- a/docs/api/qiskit/dev/qiskit.visualization.plot_bloch_multivector.mdx
+++ b/docs/api/qiskit/dev/qiskit.visualization.plot_bloch_multivector.mdx
@@ -32,7 +32,7 @@ python_api_name: qiskit.visualization.plot_bloch_multivector
 
   **Return type**
 
-  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.6)")
+  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.7)")
 
   **Raises**
 
diff --git a/docs/api/qiskit/dev/qiskit.visualization.plot_bloch_vector.mdx b/docs/api/qiskit/dev/qiskit.visualization.plot_bloch_vector.mdx
index fefa87dcb10..e87034a3e1a 100644
--- a/docs/api/qiskit/dev/qiskit.visualization.plot_bloch_vector.mdx
+++ b/docs/api/qiskit/dev/qiskit.visualization.plot_bloch_vector.mdx
@@ -19,7 +19,7 @@ python_api_name: qiskit.visualization.plot_bloch_vector
 
   *   **bloch** ([*list*](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.14)")*\[double]*) – array of three elements where \[\<x>, \<y>, \<z>] (Cartesian) or \[\<r>, \<theta>, \<phi>] (spherical in radians) \<theta> is inclination angle from +z direction \<phi> is azimuth from +x direction
   *   **title** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.14)")) – a string that represents the plot title
-  *   **ax** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.6)")) – An Axes to use for rendering the bloch sphere
+  *   **ax** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.7)")) – An Axes to use for rendering the bloch sphere
   *   **figsize** ([*tuple*](https://docs.python.org/3/library/stdtypes.html#tuple "(in Python v3.14)")) – Figure size in inches. Has no effect is passing `ax`.
   *   **coord\_type** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.14)")) – a string that specifies coordinate type for bloch (Cartesian or spherical), default is Cartesian
   *   **font\_size** ([*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.14)")) – Font size.
@@ -30,7 +30,7 @@ python_api_name: qiskit.visualization.plot_bloch_vector
 
   **Return type**
 
-  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.6)")
+  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.7)")
 
   **Raises**
 
diff --git a/docs/api/qiskit/dev/qiskit.visualization.plot_distribution.mdx b/docs/api/qiskit/dev/qiskit.visualization.plot_distribution.mdx
index 927b693f2e1..2432e9b9610 100644
--- a/docs/api/qiskit/dev/qiskit.visualization.plot_distribution.mdx
+++ b/docs/api/qiskit/dev/qiskit.visualization.plot_distribution.mdx
@@ -24,7 +24,7 @@ python_api_name: qiskit.visualization.plot_distribution
   *   **legend** ([*list*](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.14)")) – A list of strings to use for labels of the data. The number of entries must match the length of data (if data is a list or 1 if it’s a dict)
   *   **bar\_labels** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.14)")) – Label each bar in histogram with probability value.
   *   **title** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.14)")) – A string to use for the plot title
-  *   **ax** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.6)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. Additionally, if specified there will be no returned Figure since it is redundant.
+  *   **ax** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.7)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. Additionally, if specified there will be no returned Figure since it is redundant.
   *   **filename** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.14)")) – file path to save image to.
 
   **Returns**
diff --git a/docs/api/qiskit/dev/qiskit.visualization.plot_histogram.mdx b/docs/api/qiskit/dev/qiskit.visualization.plot_histogram.mdx
index 02274fc2bba..afab66e8df1 100644
--- a/docs/api/qiskit/dev/qiskit.visualization.plot_histogram.mdx
+++ b/docs/api/qiskit/dev/qiskit.visualization.plot_histogram.mdx
@@ -24,7 +24,7 @@ python_api_name: qiskit.visualization.plot_histogram
   *   **legend** ([*list*](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.14)")) – A list of strings to use for labels of the data. The number of entries must match the length of data (if data is a list or 1 if it’s a dict)
   *   **bar\_labels** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.14)")) – Label each bar in histogram with counts value.
   *   **title** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.14)")) – A string to use for the plot title
-  *   **ax** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.6)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. Additionally, if specified there will be no returned Figure since it is redundant.
+  *   **ax** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.7)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. Additionally, if specified there will be no returned Figure since it is redundant.
   *   **filename** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.14)")) – file path to save image to.
 
   **Returns**
diff --git a/docs/api/qiskit/dev/qiskit.visualization.plot_state_city.mdx b/docs/api/qiskit/dev/qiskit.visualization.plot_state_city.mdx
index d60a469d1fd..c14823c1fd0 100644
--- a/docs/api/qiskit/dev/qiskit.visualization.plot_state_city.mdx
+++ b/docs/api/qiskit/dev/qiskit.visualization.plot_state_city.mdx
@@ -22,8 +22,8 @@ python_api_name: qiskit.visualization.plot_state_city
   *   **figsize** ([*tuple*](https://docs.python.org/3/library/stdtypes.html#tuple "(in Python v3.14)")) – Figure size in inches.
   *   **color** ([*list*](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.14)")) – A list of len=2 giving colors for real and imaginary components of matrix elements.
   *   **alpha** ([*float*](https://docs.python.org/3/library/functions.html#float "(in Python v3.14)")) – Transparency value for bars
-  *   **ax\_real** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.6)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. If this is specified without an ax\_imag only the real component plot will be generated. Additionally, if specified there will be no returned Figure since it is redundant.
-  *   **ax\_imag** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.6)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. If this is specified without an ax\_real only the imaginary component plot will be generated. Additionally, if specified there will be no returned Figure since it is redundant.
+  *   **ax\_real** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.7)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. If this is specified without an ax\_imag only the real component plot will be generated. Additionally, if specified there will be no returned Figure since it is redundant.
+  *   **ax\_imag** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.7)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. If this is specified without an ax\_real only the imaginary component plot will be generated. Additionally, if specified there will be no returned Figure since it is redundant.
 
   **Returns**
 
@@ -31,7 +31,7 @@ python_api_name: qiskit.visualization.plot_state_city
 
   **Return type**
 
-  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.6)")
+  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.7)")
 
   **Raises**
 
diff --git a/docs/api/qiskit/dev/qiskit.visualization.plot_state_hinton.mdx b/docs/api/qiskit/dev/qiskit.visualization.plot_state_hinton.mdx
index a0db2c4dd0a..6c45270e72b 100644
--- a/docs/api/qiskit/dev/qiskit.visualization.plot_state_hinton.mdx
+++ b/docs/api/qiskit/dev/qiskit.visualization.plot_state_hinton.mdx
@@ -21,8 +21,8 @@ python_api_name: qiskit.visualization.plot_state_hinton
   *   **title** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.14)")) – a string that represents the plot title
   *   **figsize** ([*tuple*](https://docs.python.org/3/library/stdtypes.html#tuple "(in Python v3.14)")) – Figure size in inches.
   *   **filename** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.14)")) – file path to save image to.
-  *   **ax\_real** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.6)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. If this is specified without an ax\_imag only the real component plot will be generated. Additionally, if specified there will be no returned Figure since it is redundant.
-  *   **ax\_imag** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.6)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. If this is specified without an ax\_imag only the real component plot will be generated. Additionally, if specified there will be no returned Figure since it is redundant.
+  *   **ax\_real** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.7)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. If this is specified without an ax\_imag only the real component plot will be generated. Additionally, if specified there will be no returned Figure since it is redundant.
+  *   **ax\_imag** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.7)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. If this is specified without an ax\_imag only the real component plot will be generated. Additionally, if specified there will be no returned Figure since it is redundant.
 
   **Returns**
 
@@ -30,7 +30,7 @@ python_api_name: qiskit.visualization.plot_state_hinton
 
   **Return type**
 
-  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.6)")
+  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.7)")
 
   **Raises**
 
diff --git a/docs/api/qiskit/dev/qiskit.visualization.plot_state_paulivec.mdx b/docs/api/qiskit/dev/qiskit.visualization.plot_state_paulivec.mdx
index e4a38da6d3b..605e445b3a1 100644
--- a/docs/api/qiskit/dev/qiskit.visualization.plot_state_paulivec.mdx
+++ b/docs/api/qiskit/dev/qiskit.visualization.plot_state_paulivec.mdx
@@ -28,7 +28,7 @@ $$
   *   **title** ([*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.14)")) – a string that represents the plot title
   *   **figsize** ([*tuple*](https://docs.python.org/3/library/stdtypes.html#tuple "(in Python v3.14)")) – Figure size in inches.
   *   **color** ([*list*](https://docs.python.org/3/library/stdtypes.html#list "(in Python v3.14)")  *or*[*str*](https://docs.python.org/3/library/stdtypes.html#str "(in Python v3.14)")) – Color of the coefficient value bars.
-  *   **ax** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.6)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. Additionally, if specified there will be no returned Figure since it is redundant.
+  *   **ax** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.7)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. Additionally, if specified there will be no returned Figure since it is redundant.
 
   **Returns**
 
@@ -36,7 +36,7 @@ $$
 
   **Return type**
 
-  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.6)")
+  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.7)")
 
   **Raises**
 
diff --git a/docs/api/qiskit/dev/qiskit.visualization.plot_state_qsphere.mdx b/docs/api/qiskit/dev/qiskit.visualization.plot_state_qsphere.mdx
index f330007a393..a8ad2781966 100644
--- a/docs/api/qiskit/dev/qiskit.visualization.plot_state_qsphere.mdx
+++ b/docs/api/qiskit/dev/qiskit.visualization.plot_state_qsphere.mdx
@@ -17,7 +17,7 @@ python_api_name: qiskit.visualization.plot_state_qsphere
 
   *   **state** ([*Statevector*](qiskit.quantum_info.Statevector "qiskit.quantum_info.Statevector")  *or*[*DensityMatrix*](qiskit.quantum_info.DensityMatrix "qiskit.quantum_info.DensityMatrix") *or ndarray*) – an N-qubit quantum state.
   *   **figsize** ([*tuple*](https://docs.python.org/3/library/stdtypes.html#tuple "(in Python v3.14)")) – Figure size in inches.
-  *   **ax** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.6)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. Additionally, if specified there will be no returned Figure since it is redundant.
+  *   **ax** ([*matplotlib.axes.Axes*](https://matplotlib.org/stable/api/_as_gen/matplotlib.axes.Axes.html#matplotlib.axes.Axes "(in Matplotlib v3.10.7)")) – An optional Axes object to be used for the visualization output. If none is specified a new matplotlib Figure will be created and used. Additionally, if specified there will be no returned Figure since it is redundant.
   *   **show\_state\_labels** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.14)")) – An optional boolean indicating whether to show labels for each basis state.
   *   **show\_state\_phases** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.14)")) – An optional boolean indicating whether to show the phase for each basis state.
   *   **use\_degrees** ([*bool*](https://docs.python.org/3/library/functions.html#bool "(in Python v3.14)")) – An optional boolean indicating whether to use radians or degrees for the phase values in the plot.
@@ -28,7 +28,7 @@ python_api_name: qiskit.visualization.plot_state_qsphere
 
   **Return type**
 
-  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.6)")
+  [`matplotlib.figure.Figure`](https://matplotlib.org/stable/api/_as_gen/matplotlib.figure.Figure.html#matplotlib.figure.Figure "(in Matplotlib v3.10.7)")
 
   **Raises**
 
diff --git a/public/docs/images/api/qiskit-ibm-runtime/dev/fake_provider-3.avif b/public/docs/images/api/qiskit-ibm-runtime/dev/fake_provider-3.avif
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