From 09c93b4462ce943219121de9054a9afc24cdb58e Mon Sep 17 00:00:00 2001
From: Eric Harvey <Eric.Harvey@ibm.com>
Date: Thu, 23 Jul 2026 19:22:44 -0400
Subject: [PATCH 1/4] add metadata to content

---
 docs/guides/composer.mdx                                      | 1 +
 docs/guides/hello-world.ipynb                                 | 3 ++-
 docs/guides/quick-start.ipynb                                 | 3 ++-
 docs/tutorials/advanced-techniques-for-qaoa.ipynb             | 3 ++-
 docs/tutorials/chsh-inequality.ipynb                          | 3 ++-
 docs/tutorials/global-data-quantum-optimizer.ipynb            | 3 ++-
 docs/tutorials/grovers-algorithm.ipynb                        | 3 ++-
 docs/tutorials/krylov-quantum-diagonalization.ipynb           | 3 ++-
 docs/tutorials/pauli-correlation-encoding-for-qaoa.ipynb      | 3 ++-
 docs/tutorials/probabilistic-error-amplification.ipynb        | 3 ++-
 docs/tutorials/projected-quantum-kernels.ipynb                | 3 ++-
 .../quantum-approximate-optimization-algorithm.ipynb          | 3 ++-
 docs/tutorials/quantum-kernel-training.ipynb                  | 3 ++-
 docs/tutorials/repetition-codes.ipynb                         | 3 ++-
 .../sample-based-krylov-quantum-diagonalization.ipynb         | 3 ++-
 docs/tutorials/sample-based-quantum-diagonalization.ipynb     | 3 ++-
 docs/tutorials/shors-algorithm.ipynb                          | 3 ++-
 ...ve-market-split-problem-with-iskay-quantum-optimizer.ipynb | 3 ++-
 docs/tutorials/spin-chain-vqe.ipynb                           | 3 ++-
 learning/courses/basics-of-quantum-information/index.mdx      | 3 +++
 .../courses/designing-and-leading-quantum-projects/index.mdx  | 2 ++
 .../courses/foundations-of-quantum-error-correction/index.mdx | 3 +++
 learning/courses/fundamentals-of-quantum-algorithms/index.mdx | 3 +++
 .../general-formulation-of-quantum-information/index.mdx      | 3 +++
 .../index.mdx                                                 | 4 ++++
 learning/courses/quantum-business-foundations/index.mdx       | 2 ++
 learning/courses/quantum-chem-with-vqe/index.mdx              | 2 ++
 learning/courses/quantum-computing-in-practice/index.mdx      | 2 ++
 learning/courses/quantum-diagonalization-algorithms/index.mdx | 3 +++
 learning/courses/quantum-machine-learning/index.mdx           | 2 ++
 learning/courses/quantum-safe-cryptography/index.mdx          | 2 ++
 learning/courses/use-a-qc-today/index.mdx                     | 2 ++
 learning/courses/utility-scale-quantum-computing/index.mdx    | 1 +
 learning/courses/variational-algorithm-design/index.mdx       | 2 ++
 34 files changed, 73 insertions(+), 18 deletions(-)

diff --git a/docs/guides/composer.mdx b/docs/guides/composer.mdx
index 140dd2b15181..7f1e85b9f7bc 100644
--- a/docs/guides/composer.mdx
+++ b/docs/guides/composer.mdx
@@ -1,4 +1,5 @@
 ---
+hours: 0.5
 title: IBM Quantum Composer
 description: IBM Quantum Composer is a graphical programming tool. Drag and drop operations to build circuits and run them on quantum hardware.
 
diff --git a/docs/guides/hello-world.ipynb b/docs/guides/hello-world.ipynb
index b634e813c2a4..6977345953f8 100644
--- a/docs/guides/hello-world.ipynb
+++ b/docs/guides/hello-world.ipynb
@@ -772,7 +772,8 @@
     "version_major": 2,
     "version_minor": 0
    }
-  }
+  },
+  "hours": 0.5
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/guides/quick-start.ipynb b/docs/guides/quick-start.ipynb
index dc0a50a1a600..c0f2e089136f 100644
--- a/docs/guides/quick-start.ipynb
+++ b/docs/guides/quick-start.ipynb
@@ -279,7 +279,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/advanced-techniques-for-qaoa.ipynb b/docs/tutorials/advanced-techniques-for-qaoa.ipynb
index 796a5f5a5bc3..0964e5f50d3f 100644
--- a/docs/tutorials/advanced-techniques-for-qaoa.ipynb
+++ b/docs/tutorials/advanced-techniques-for-qaoa.ipynb
@@ -1438,7 +1438,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/chsh-inequality.ipynb b/docs/tutorials/chsh-inequality.ipynb
index 9b65a070fc7d..ecc1d28401da 100644
--- a/docs/tutorials/chsh-inequality.ipynb
+++ b/docs/tutorials/chsh-inequality.ipynb
@@ -687,7 +687,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/global-data-quantum-optimizer.ipynb b/docs/tutorials/global-data-quantum-optimizer.ipynb
index 38b76f769f85..cd3bdfe03ddc 100644
--- a/docs/tutorials/global-data-quantum-optimizer.ipynb
+++ b/docs/tutorials/global-data-quantum-optimizer.ipynb
@@ -705,7 +705,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 2
diff --git a/docs/tutorials/grovers-algorithm.ipynb b/docs/tutorials/grovers-algorithm.ipynb
index ce5512165aa8..42d43e5c2fe3 100644
--- a/docs/tutorials/grovers-algorithm.ipynb
+++ b/docs/tutorials/grovers-algorithm.ipynb
@@ -565,7 +565,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 0.5
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/krylov-quantum-diagonalization.ipynb b/docs/tutorials/krylov-quantum-diagonalization.ipynb
index 480f7bd966f7..c86b20a474ba 100644
--- a/docs/tutorials/krylov-quantum-diagonalization.ipynb
+++ b/docs/tutorials/krylov-quantum-diagonalization.ipynb
@@ -1649,7 +1649,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 3
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/pauli-correlation-encoding-for-qaoa.ipynb b/docs/tutorials/pauli-correlation-encoding-for-qaoa.ipynb
index 394f9a71003c..5816c8bf8882 100644
--- a/docs/tutorials/pauli-correlation-encoding-for-qaoa.ipynb
+++ b/docs/tutorials/pauli-correlation-encoding-for-qaoa.ipynb
@@ -1040,7 +1040,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/probabilistic-error-amplification.ipynb b/docs/tutorials/probabilistic-error-amplification.ipynb
index 2003ec0d3196..cbbaa8719d74 100644
--- a/docs/tutorials/probabilistic-error-amplification.ipynb
+++ b/docs/tutorials/probabilistic-error-amplification.ipynb
@@ -1338,7 +1338,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/projected-quantum-kernels.ipynb b/docs/tutorials/projected-quantum-kernels.ipynb
index 28b2a54867ee..c93e533e68af 100644
--- a/docs/tutorials/projected-quantum-kernels.ipynb
+++ b/docs/tutorials/projected-quantum-kernels.ipynb
@@ -1545,7 +1545,8 @@
     "version_major": 2,
     "version_minor": 0
    }
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/quantum-approximate-optimization-algorithm.ipynb b/docs/tutorials/quantum-approximate-optimization-algorithm.ipynb
index e0493c4dac38..7ccba65be395 100644
--- a/docs/tutorials/quantum-approximate-optimization-algorithm.ipynb
+++ b/docs/tutorials/quantum-approximate-optimization-algorithm.ipynb
@@ -1112,7 +1112,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1.5
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/quantum-kernel-training.ipynb b/docs/tutorials/quantum-kernel-training.ipynb
index 2a75475bbc7e..ebeb79fa28b4 100644
--- a/docs/tutorials/quantum-kernel-training.ipynb
+++ b/docs/tutorials/quantum-kernel-training.ipynb
@@ -468,7 +468,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/repetition-codes.ipynb b/docs/tutorials/repetition-codes.ipynb
index 23198e84efc6..25482484ae53 100644
--- a/docs/tutorials/repetition-codes.ipynb
+++ b/docs/tutorials/repetition-codes.ipynb
@@ -540,7 +540,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/sample-based-krylov-quantum-diagonalization.ipynb b/docs/tutorials/sample-based-krylov-quantum-diagonalization.ipynb
index 4571c9f1b492..a1dbbc970f49 100644
--- a/docs/tutorials/sample-based-krylov-quantum-diagonalization.ipynb
+++ b/docs/tutorials/sample-based-krylov-quantum-diagonalization.ipynb
@@ -1022,7 +1022,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/sample-based-quantum-diagonalization.ipynb b/docs/tutorials/sample-based-quantum-diagonalization.ipynb
index c2b51a545094..cfa76b59ff9f 100644
--- a/docs/tutorials/sample-based-quantum-diagonalization.ipynb
+++ b/docs/tutorials/sample-based-quantum-diagonalization.ipynb
@@ -1026,7 +1026,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1.5
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/shors-algorithm.ipynb b/docs/tutorials/shors-algorithm.ipynb
index d4273ccb7f3e..c04006fff936 100644
--- a/docs/tutorials/shors-algorithm.ipynb
+++ b/docs/tutorials/shors-algorithm.ipynb
@@ -1349,7 +1349,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1.5
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/solve-market-split-problem-with-iskay-quantum-optimizer.ipynb b/docs/tutorials/solve-market-split-problem-with-iskay-quantum-optimizer.ipynb
index d3d8710dcef2..e1563e6e87d7 100644
--- a/docs/tutorials/solve-market-split-problem-with-iskay-quantum-optimizer.ipynb
+++ b/docs/tutorials/solve-market-split-problem-with-iskay-quantum-optimizer.ipynb
@@ -1149,7 +1149,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/spin-chain-vqe.ipynb b/docs/tutorials/spin-chain-vqe.ipynb
index 30e1571d9a8f..d94d4b3b8dee 100644
--- a/docs/tutorials/spin-chain-vqe.ipynb
+++ b/docs/tutorials/spin-chain-vqe.ipynb
@@ -515,7 +515,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/learning/courses/basics-of-quantum-information/index.mdx b/learning/courses/basics-of-quantum-information/index.mdx
index 77223c86e5d9..7e0845eb9b5c 100644
--- a/learning/courses/basics-of-quantum-information/index.mdx
+++ b/learning/courses/basics-of-quantum-information/index.mdx
@@ -1,4 +1,7 @@
 ---
+hasBadge: true
+hours: 15
+isVideo: true
 title: Overview
 description: Learn about quantum information, from states and measurements to quantum circuits and entanglement.
 ---
diff --git a/learning/courses/designing-and-leading-quantum-projects/index.mdx b/learning/courses/designing-and-leading-quantum-projects/index.mdx
index 4cc8a6cbd36b..9d598ee284e0 100644
--- a/learning/courses/designing-and-leading-quantum-projects/index.mdx
+++ b/learning/courses/designing-and-leading-quantum-projects/index.mdx
@@ -1,4 +1,6 @@
 ---
+hours: 4
+isNew: true
 title: Overview
 description: A guide for teams and organizations in the early stages of quantum initiative development.
 ---
diff --git a/learning/courses/foundations-of-quantum-error-correction/index.mdx b/learning/courses/foundations-of-quantum-error-correction/index.mdx
index 50dc24326615..0008de0b41d7 100644
--- a/learning/courses/foundations-of-quantum-error-correction/index.mdx
+++ b/learning/courses/foundations-of-quantum-error-correction/index.mdx
@@ -1,4 +1,7 @@
 ---
+hasBadge: true
+hours: 15
+isVideo: true
 title: Overview
 description: Learn how quantum computations can be protected against noise through quantum error correcting codes and fault tolerance.
 ---
diff --git a/learning/courses/fundamentals-of-quantum-algorithms/index.mdx b/learning/courses/fundamentals-of-quantum-algorithms/index.mdx
index e88bc5ccf109..9df94f7db6c1 100644
--- a/learning/courses/fundamentals-of-quantum-algorithms/index.mdx
+++ b/learning/courses/fundamentals-of-quantum-algorithms/index.mdx
@@ -1,4 +1,7 @@
 ---
+hasBadge: true
+hours: 15
+isVideo: true
 title: Overview
 description: Learn how quantum algorithms beat classical algorithms for problems including integer factoring and search.
 ---
diff --git a/learning/courses/general-formulation-of-quantum-information/index.mdx b/learning/courses/general-formulation-of-quantum-information/index.mdx
index a8e54417dd6a..0a5b052e2c10 100644
--- a/learning/courses/general-formulation-of-quantum-information/index.mdx
+++ b/learning/courses/general-formulation-of-quantum-information/index.mdx
@@ -1,4 +1,7 @@
 ---
+hasBadge: true
+hours: 15
+isVideo: true
 title: Overview
 description: Dive deeper into quantum information, including density matrices, channels, and general measurements.
 ---
diff --git a/learning/courses/integrating-quantum-and-high-performance-computing/index.mdx b/learning/courses/integrating-quantum-and-high-performance-computing/index.mdx
index db7b797009f3..e9b5a71450f3 100644
--- a/learning/courses/integrating-quantum-and-high-performance-computing/index.mdx
+++ b/learning/courses/integrating-quantum-and-high-performance-computing/index.mdx
@@ -1,4 +1,8 @@
 ---
+hasBadge: true
+hours: 6
+isNew: true
+isVideo: true
 title: Overview
 description: Discover how quantum and high-performance computing can be combined in a single workflow.
 ---
diff --git a/learning/courses/quantum-business-foundations/index.mdx b/learning/courses/quantum-business-foundations/index.mdx
index bd188701cab1..feb7a84fa25f 100644
--- a/learning/courses/quantum-business-foundations/index.mdx
+++ b/learning/courses/quantum-business-foundations/index.mdx
@@ -1,4 +1,6 @@
 ---
+hasBadge: true
+hours: 3
 title: Overview
 description: Builds foundations of quantum computing, technology, and business applications.
 ---
diff --git a/learning/courses/quantum-chem-with-vqe/index.mdx b/learning/courses/quantum-chem-with-vqe/index.mdx
index d96cfa74be53..1dca251d5f42 100644
--- a/learning/courses/quantum-chem-with-vqe/index.mdx
+++ b/learning/courses/quantum-chem-with-vqe/index.mdx
@@ -1,4 +1,6 @@
 ---
+hasBadge: true
+hours: 5
 title: Overview
 description: An introduction to VQE covering basic building blocks and applications.
 ---
diff --git a/learning/courses/quantum-computing-in-practice/index.mdx b/learning/courses/quantum-computing-in-practice/index.mdx
index 82208259d84d..94360bb2b4d3 100644
--- a/learning/courses/quantum-computing-in-practice/index.mdx
+++ b/learning/courses/quantum-computing-in-practice/index.mdx
@@ -1,4 +1,6 @@
 ---
+hours: 8
+isVideo: true
 title: Overview
 description: Learn potential use cases and best practices for experimenting with quantum processors having 100+ qubits.
 ---
diff --git a/learning/courses/quantum-diagonalization-algorithms/index.mdx b/learning/courses/quantum-diagonalization-algorithms/index.mdx
index 1a5933a2ce85..4031ddd4c67f 100644
--- a/learning/courses/quantum-diagonalization-algorithms/index.mdx
+++ b/learning/courses/quantum-diagonalization-algorithms/index.mdx
@@ -1,4 +1,7 @@
 ---
+hasBadge: true
+hours: 10
+isVideo: true
 title: Overview
 description: Explore quantum approaches to matrix diagonalization, including VQE, QKD, SKD and variations of these.
 ---
diff --git a/learning/courses/quantum-machine-learning/index.mdx b/learning/courses/quantum-machine-learning/index.mdx
index 5ab9f56b6758..84d3ef1d7020 100644
--- a/learning/courses/quantum-machine-learning/index.mdx
+++ b/learning/courses/quantum-machine-learning/index.mdx
@@ -1,4 +1,6 @@
 ---
+hasBadge: true
+hours: 10
 title: Overview
 description: Learn to leverage the power of quantum computing in machine learning methods.
 ---
diff --git a/learning/courses/quantum-safe-cryptography/index.mdx b/learning/courses/quantum-safe-cryptography/index.mdx
index e0b52b79f7ba..54d18796b5a4 100644
--- a/learning/courses/quantum-safe-cryptography/index.mdx
+++ b/learning/courses/quantum-safe-cryptography/index.mdx
@@ -1,4 +1,6 @@
 ---
+hasBadge: true
+hours: 10
 title: Overview
 description: Learn the risks quantum computing poses to cryptography and learn what approaches are quantum-safe.
 ---
diff --git a/learning/courses/use-a-qc-today/index.mdx b/learning/courses/use-a-qc-today/index.mdx
index 4ab6722c6da2..e16da315b7da 100644
--- a/learning/courses/use-a-qc-today/index.mdx
+++ b/learning/courses/use-a-qc-today/index.mdx
@@ -1,4 +1,6 @@
 ---
+hours: 3
+isNew: true
 title: Overview
 description: An introduction to the basics of quantum computing, designed to get you started as quickly as possible.
 ---
diff --git a/learning/courses/utility-scale-quantum-computing/index.mdx b/learning/courses/utility-scale-quantum-computing/index.mdx
index 9426b52e751d..3629e9adbc04 100644
--- a/learning/courses/utility-scale-quantum-computing/index.mdx
+++ b/learning/courses/utility-scale-quantum-computing/index.mdx
@@ -1,4 +1,5 @@
 ---
+hours: 15
 title: Overview
 description: A collection of learning assets from a 14-lesson course on utility-scale quantum computing.
 ---
diff --git a/learning/courses/variational-algorithm-design/index.mdx b/learning/courses/variational-algorithm-design/index.mdx
index c257850bdb73..b630c7ad6415 100644
--- a/learning/courses/variational-algorithm-design/index.mdx
+++ b/learning/courses/variational-algorithm-design/index.mdx
@@ -1,4 +1,6 @@
 ---
+hasBadge: true
+hours: 8
 title: Overview
 description: "An overview of variational algorithms: hybrid classical quantum algorithms."
 ---

From 96cbdb31c416752ed989fe15f298ca2deb5b554f Mon Sep 17 00:00:00 2001
From: Eric Harvey <Eric.Harvey@ibm.com>
Date: Thu, 30 Jul 2026 12:39:45 -0400
Subject: [PATCH 2/4] update hours

---
 docs/tutorials/advanced-techniques-for-qaoa.ipynb              | 2 +-
 docs/tutorials/ai-transpiler-introduction.ipynb                | 3 ++-
 .../approximate-quantum-compilation-for-time-evolution.ipynb   | 3 ++-
 docs/tutorials/colibritd-pde.ipynb                             | 3 ++-
 docs/tutorials/combine-error-mitigation-techniques.ipynb       | 3 ++-
 ...mpilation-methods-for-hamiltonian-simulation-circuits.ipynb | 3 ++-
 docs/tutorials/dc-hex-ising.ipynb                              | 3 ++-
 docs/tutorials/depth-reduction-with-circuit-cutting.ipynb      | 3 ++-
 docs/tutorials/edc-cut-bell-pair-benchmarking.ipynb            | 3 ++-
 docs/tutorials/fractional-gates.ipynb                          | 3 ++-
 docs/tutorials/ghz-spacetime-codes.ipynb                       | 3 ++-
 docs/tutorials/global-data-quantum-optimizer.ipynb             | 2 +-
 docs/tutorials/grovers-algorithm.ipynb                         | 2 +-
 docs/tutorials/implicit-solvent-calculations.ipynb             | 3 ++-
 docs/tutorials/krylov-quantum-diagonalization.ipynb            | 2 +-
 docs/tutorials/long-range-entanglement.ipynb                   | 3 ++-
 docs/tutorials/loop-string-hadron-dynamics.ipynb               | 3 ++-
 docs/tutorials/multi-product-formula.ipynb                     | 3 ++-
 docs/tutorials/nishimori-phase-transition.ipynb                | 3 ++-
 docs/tutorials/operator-back-propagation.ipynb                 | 3 ++-
 docs/tutorials/pauli-correlation-encoding-for-qaoa.ipynb       | 2 +-
 docs/tutorials/pec-with-shaded-lightcones.ipynb                | 3 ++-
 .../periodic-boundary-conditions-with-circuit-cutting.ipynb    | 3 ++-
 docs/tutorials/probabilistic-error-amplification.ipynb         | 2 +-
 docs/tutorials/projected-quantum-kernels.ipynb                 | 2 +-
 docs/tutorials/propagated-noise-absorption.ipynb               | 3 ++-
 docs/tutorials/qedma-2d-ising-with-qesem.ipynb                 | 3 ++-
 .../tutorials/quantum-approximate-optimization-algorithm.ipynb | 2 +-
 .../quantum-elements-orbit-qft-with-dynamic-circuits.ipynb     | 3 ++-
 docs/tutorials/quantum-phase-estimation-qctrl.ipynb            | 3 ++-
 docs/tutorials/qunova-hivqe.ipynb                              | 3 ++-
 docs/tutorials/readout-error-mitigation-sampler.ipynb          | 3 ++-
 .../tutorials/real-time-benchmarking-for-qubit-selection.ipynb | 3 ++-
 docs/tutorials/repetition-codes.ipynb                          | 2 +-
 .../sample-based-krylov-quantum-diagonalization.ipynb          | 2 +-
 docs/tutorials/shors-algorithm.ipynb                           | 2 +-
 docs/tutorials/simulate-kicked-ising-tem.ipynb                 | 3 ++-
 docs/tutorials/simulate-neutron-scattering.ipynb               | 3 ++-
 docs/tutorials/sml-classification.ipynb                        | 3 ++-
 ...ptimization-problems-with-q-ctrls-optimization-solver.ipynb | 3 ++-
 docs/tutorials/spin-chain-vqe.ipynb                            | 2 +-
 docs/tutorials/transpilation-optimizations-with-sabre.ipynb    | 3 ++-
 docs/tutorials/transverse-field-ising-model.ipynb              | 3 ++-
 docs/tutorials/warm-start-qaoa.ipynb                           | 3 ++-
 docs/tutorials/wire-cutting.ipynb                              | 3 ++-
 learning/courses/use-a-qc-today/index.mdx                      | 2 +-
 46 files changed, 79 insertions(+), 46 deletions(-)

diff --git a/docs/tutorials/advanced-techniques-for-qaoa.ipynb b/docs/tutorials/advanced-techniques-for-qaoa.ipynb
index 0964e5f50d3f..ca940d0d4c8c 100644
--- a/docs/tutorials/advanced-techniques-for-qaoa.ipynb
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diff --git a/docs/tutorials/ai-transpiler-introduction.ipynb b/docs/tutorials/ai-transpiler-introduction.ipynb
index 3fe66a84d7b9..b6522e28ffb4 100644
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@@ -915,7 +915,8 @@
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diff --git a/docs/tutorials/approximate-quantum-compilation-for-time-evolution.ipynb b/docs/tutorials/approximate-quantum-compilation-for-time-evolution.ipynb
index aca9dede9799..7be6ec6e7f9b 100644
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@@ -1154,7 +1154,8 @@
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index 4a52b94b8fbb..4408416a3926 100644
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index 1ff6193f9385..fe981344b855 100644
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index f9c98730287a..7dd67e034cb6 100644
--- a/docs/tutorials/compilation-methods-for-hamiltonian-simulation-circuits.ipynb
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@@ -1962,7 +1962,8 @@
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index 22963de51ad0..2f469b490c7a 100644
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index d67caa5c64be..4c9eace6492b 100644
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index fa7868c56a82..08ac5509fbe4 100644
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index 3f66a025df74..7b792a135c4a 100644
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index 49382566ecd8..e84fb8436912 100644
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index cd3bdfe03ddc..afeeee9f45eb 100644
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index 42d43e5c2fe3..06acd61803e9 100644
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index dc4df5a6e2f8..509b220efeaa 100644
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index c86b20a474ba..584e713f9d1e 100644
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index 811223c52e9e..99f65051fea5 100644
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index 8761d17d28d4..415386b23b4f 100644
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index 4072227c087d..1f46a9778dca 100644
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index 5816c8bf8882..33212c973e91 100644
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index 76d6a0ec2561..e628a8154c9a 100644
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index c93e533e68af..6e76658820da 100644
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index 2d5aee9c4616..caa0118e1100 100644
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index eb6e96dd7dd9..8fb6090b93ba 100644
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index f42a43f8cecc..8d07424f851d 100644
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diff --git a/docs/tutorials/sample-based-krylov-quantum-diagonalization.ipynb b/docs/tutorials/sample-based-krylov-quantum-diagonalization.ipynb
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index 7eb5be745e21..ae7ad10417da 100644
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@@ -1333,7 +1333,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1.5
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/sml-classification.ipynb b/docs/tutorials/sml-classification.ipynb
index 7d0eb0a2b1aa..07e7dd3c9089 100644
--- a/docs/tutorials/sml-classification.ipynb
+++ b/docs/tutorials/sml-classification.ipynb
@@ -1046,7 +1046,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 2
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/solve-higher-order-binary-optimization-problems-with-q-ctrls-optimization-solver.ipynb b/docs/tutorials/solve-higher-order-binary-optimization-problems-with-q-ctrls-optimization-solver.ipynb
index 11057bd31ef8..218140ff6f22 100644
--- a/docs/tutorials/solve-higher-order-binary-optimization-problems-with-q-ctrls-optimization-solver.ipynb
+++ b/docs/tutorials/solve-higher-order-binary-optimization-problems-with-q-ctrls-optimization-solver.ipynb
@@ -857,7 +857,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/spin-chain-vqe.ipynb b/docs/tutorials/spin-chain-vqe.ipynb
index d94d4b3b8dee..9f5fbe929d13 100644
--- a/docs/tutorials/spin-chain-vqe.ipynb
+++ b/docs/tutorials/spin-chain-vqe.ipynb
@@ -516,7 +516,7 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1
+  "hours": 1.5
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/transpilation-optimizations-with-sabre.ipynb b/docs/tutorials/transpilation-optimizations-with-sabre.ipynb
index 62ff351c8883..a00a52154e44 100644
--- a/docs/tutorials/transpilation-optimizations-with-sabre.ipynb
+++ b/docs/tutorials/transpilation-optimizations-with-sabre.ipynb
@@ -1219,7 +1219,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/transverse-field-ising-model.ipynb b/docs/tutorials/transverse-field-ising-model.ipynb
index c149f81ae68c..d88a5960eeeb 100644
--- a/docs/tutorials/transverse-field-ising-model.ipynb
+++ b/docs/tutorials/transverse-field-ising-model.ipynb
@@ -862,7 +862,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/warm-start-qaoa.ipynb b/docs/tutorials/warm-start-qaoa.ipynb
index 503cd9edae9e..54b90dfddba4 100644
--- a/docs/tutorials/warm-start-qaoa.ipynb
+++ b/docs/tutorials/warm-start-qaoa.ipynb
@@ -1449,7 +1449,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/wire-cutting.ipynb b/docs/tutorials/wire-cutting.ipynb
index 9d105ce9a62e..383769d8b2f2 100644
--- a/docs/tutorials/wire-cutting.ipynb
+++ b/docs/tutorials/wire-cutting.ipynb
@@ -815,7 +815,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 1.5
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/learning/courses/use-a-qc-today/index.mdx b/learning/courses/use-a-qc-today/index.mdx
index e16da315b7da..865156df46de 100644
--- a/learning/courses/use-a-qc-today/index.mdx
+++ b/learning/courses/use-a-qc-today/index.mdx
@@ -1,5 +1,5 @@
 ---
-hours: 3
+hours: 5
 isNew: true
 title: Overview
 description: An introduction to the basics of quantum computing, designed to get you started as quickly as possible.

From 1e4b1c92b92e9e908091d7d7f4d75d19ba4cd54e Mon Sep 17 00:00:00 2001
From: Eric Harvey <Eric.Harvey@ibm.com>
Date: Thu, 30 Jul 2026 13:08:05 -0400
Subject: [PATCH 3/4] adds qpuSeconds

---
 docs/tutorials/advanced-techniques-for-qaoa.ipynb              | 3 ++-
 docs/tutorials/ai-transpiler-introduction.ipynb                | 3 ++-
 .../approximate-quantum-compilation-for-time-evolution.ipynb   | 3 ++-
 docs/tutorials/chsh-inequality.ipynb                           | 3 ++-
 docs/tutorials/colibritd-pde.ipynb                             | 3 ++-
 docs/tutorials/combine-error-mitigation-techniques.ipynb       | 3 ++-
 ...mpilation-methods-for-hamiltonian-simulation-circuits.ipynb | 3 ++-
 docs/tutorials/dc-hex-ising.ipynb                              | 3 ++-
 docs/tutorials/depth-reduction-with-circuit-cutting.ipynb      | 3 ++-
 docs/tutorials/edc-cut-bell-pair-benchmarking.ipynb            | 3 ++-
 docs/tutorials/fractional-gates.ipynb                          | 3 ++-
 docs/tutorials/ghz-spacetime-codes.ipynb                       | 3 ++-
 docs/tutorials/global-data-quantum-optimizer.ipynb             | 3 ++-
 docs/tutorials/grovers-algorithm.ipynb                         | 3 ++-
 docs/tutorials/implicit-solvent-calculations.ipynb             | 3 ++-
 docs/tutorials/krylov-quantum-diagonalization.ipynb            | 3 ++-
 docs/tutorials/long-range-entanglement.ipynb                   | 3 ++-
 docs/tutorials/loop-string-hadron-dynamics.ipynb               | 3 ++-
 docs/tutorials/multi-product-formula.ipynb                     | 3 ++-
 docs/tutorials/nishimori-phase-transition.ipynb                | 3 ++-
 docs/tutorials/operator-back-propagation.ipynb                 | 3 ++-
 docs/tutorials/pauli-correlation-encoding-for-qaoa.ipynb       | 3 ++-
 docs/tutorials/pec-with-shaded-lightcones.ipynb                | 3 ++-
 .../periodic-boundary-conditions-with-circuit-cutting.ipynb    | 3 ++-
 docs/tutorials/probabilistic-error-amplification.ipynb         | 3 ++-
 docs/tutorials/projected-quantum-kernels.ipynb                 | 3 ++-
 docs/tutorials/propagated-noise-absorption.ipynb               | 3 ++-
 docs/tutorials/qedma-2d-ising-with-qesem.ipynb                 | 3 ++-
 .../tutorials/quantum-approximate-optimization-algorithm.ipynb | 3 ++-
 .../quantum-elements-orbit-qft-with-dynamic-circuits.ipynb     | 3 ++-
 docs/tutorials/quantum-kernel-training.ipynb                   | 3 ++-
 docs/tutorials/quantum-phase-estimation-qctrl.ipynb            | 3 ++-
 docs/tutorials/qunova-hivqe.ipynb                              | 3 ++-
 docs/tutorials/readout-error-mitigation-sampler.ipynb          | 3 ++-
 .../tutorials/real-time-benchmarking-for-qubit-selection.ipynb | 3 ++-
 docs/tutorials/repetition-codes.ipynb                          | 3 ++-
 .../sample-based-krylov-quantum-diagonalization.ipynb          | 3 ++-
 docs/tutorials/sample-based-quantum-diagonalization.ipynb      | 3 ++-
 docs/tutorials/shors-algorithm.ipynb                           | 3 ++-
 docs/tutorials/simulate-kicked-ising-tem.ipynb                 | 3 ++-
 docs/tutorials/simulate-neutron-scattering.ipynb               | 3 ++-
 docs/tutorials/sml-classification.ipynb                        | 3 ++-
 ...ptimization-problems-with-q-ctrls-optimization-solver.ipynb | 3 ++-
 ...lve-market-split-problem-with-iskay-quantum-optimizer.ipynb | 3 ++-
 docs/tutorials/spin-chain-vqe.ipynb                            | 3 ++-
 docs/tutorials/transpilation-optimizations-with-sabre.ipynb    | 3 ++-
 docs/tutorials/transverse-field-ising-model.ipynb              | 3 ++-
 docs/tutorials/warm-start-qaoa.ipynb                           | 3 ++-
 docs/tutorials/wire-cutting.ipynb                              | 3 ++-
 49 files changed, 98 insertions(+), 49 deletions(-)

diff --git a/docs/tutorials/advanced-techniques-for-qaoa.ipynb b/docs/tutorials/advanced-techniques-for-qaoa.ipynb
index ca940d0d4c8c..7b121c98950d 100644
--- a/docs/tutorials/advanced-techniques-for-qaoa.ipynb
+++ b/docs/tutorials/advanced-techniques-for-qaoa.ipynb
@@ -1439,7 +1439,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1.5
+  "hours": 1.5,
+  "qpuSeconds": 180
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/ai-transpiler-introduction.ipynb b/docs/tutorials/ai-transpiler-introduction.ipynb
index b6522e28ffb4..00a16addc559 100644
--- a/docs/tutorials/ai-transpiler-introduction.ipynb
+++ b/docs/tutorials/ai-transpiler-introduction.ipynb
@@ -916,7 +916,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1
+  "hours": 1,
+  "qpuSeconds": 300
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/approximate-quantum-compilation-for-time-evolution.ipynb b/docs/tutorials/approximate-quantum-compilation-for-time-evolution.ipynb
index 7be6ec6e7f9b..0779e9274fdf 100644
--- a/docs/tutorials/approximate-quantum-compilation-for-time-evolution.ipynb
+++ b/docs/tutorials/approximate-quantum-compilation-for-time-evolution.ipynb
@@ -1155,7 +1155,8 @@
    "version": "3"
   },
   "title": "Approximate quantum compilation for time evolution circuits",
-  "hours": 1.5
+  "hours": 1.5,
+  "qpuSeconds": 15
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/chsh-inequality.ipynb b/docs/tutorials/chsh-inequality.ipynb
index ecc1d28401da..4620c931136e 100644
--- a/docs/tutorials/chsh-inequality.ipynb
+++ b/docs/tutorials/chsh-inequality.ipynb
@@ -688,7 +688,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1
+  "hours": 1,
+  "qpuSeconds": 120
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/colibritd-pde.ipynb b/docs/tutorials/colibritd-pde.ipynb
index 4408416a3926..2661fe076e6b 100644
--- a/docs/tutorials/colibritd-pde.ipynb
+++ b/docs/tutorials/colibritd-pde.ipynb
@@ -579,7 +579,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1.5
+  "hours": 1.5,
+  "qpuSeconds": 3000
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/combine-error-mitigation-techniques.ipynb b/docs/tutorials/combine-error-mitigation-techniques.ipynb
index fe981344b855..e7112fab5b2f 100644
--- a/docs/tutorials/combine-error-mitigation-techniques.ipynb
+++ b/docs/tutorials/combine-error-mitigation-techniques.ipynb
@@ -643,7 +643,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1
+  "hours": 1,
+  "qpuSeconds": 420
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/compilation-methods-for-hamiltonian-simulation-circuits.ipynb b/docs/tutorials/compilation-methods-for-hamiltonian-simulation-circuits.ipynb
index 7dd67e034cb6..275698440682 100644
--- a/docs/tutorials/compilation-methods-for-hamiltonian-simulation-circuits.ipynb
+++ b/docs/tutorials/compilation-methods-for-hamiltonian-simulation-circuits.ipynb
@@ -1963,7 +1963,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1
+  "hours": 1,
+  "qpuSeconds": 60
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/dc-hex-ising.ipynb b/docs/tutorials/dc-hex-ising.ipynb
index 2f469b490c7a..90244a980009 100644
--- a/docs/tutorials/dc-hex-ising.ipynb
+++ b/docs/tutorials/dc-hex-ising.ipynb
@@ -1964,7 +1964,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1
+  "hours": 1,
+  "qpuSeconds": 450
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/depth-reduction-with-circuit-cutting.ipynb b/docs/tutorials/depth-reduction-with-circuit-cutting.ipynb
index 4c9eace6492b..57926e6e950c 100644
--- a/docs/tutorials/depth-reduction-with-circuit-cutting.ipynb
+++ b/docs/tutorials/depth-reduction-with-circuit-cutting.ipynb
@@ -462,7 +462,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1.5
+  "hours": 1.5,
+  "qpuSeconds": 480
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/edc-cut-bell-pair-benchmarking.ipynb b/docs/tutorials/edc-cut-bell-pair-benchmarking.ipynb
index 08ac5509fbe4..82e9f1a9a682 100644
--- a/docs/tutorials/edc-cut-bell-pair-benchmarking.ipynb
+++ b/docs/tutorials/edc-cut-bell-pair-benchmarking.ipynb
@@ -788,7 +788,8 @@
     "version_minor": 0
    }
   },
-  "hours": 1
+  "hours": 1,
+  "qpuSeconds": 22
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/fractional-gates.ipynb b/docs/tutorials/fractional-gates.ipynb
index 7b792a135c4a..dd787adb7c7d 100644
--- a/docs/tutorials/fractional-gates.ipynb
+++ b/docs/tutorials/fractional-gates.ipynb
@@ -1454,7 +1454,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1
+  "hours": 1,
+  "qpuSeconds": 30
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/ghz-spacetime-codes.ipynb b/docs/tutorials/ghz-spacetime-codes.ipynb
index e84fb8436912..d18fd4cef1f7 100644
--- a/docs/tutorials/ghz-spacetime-codes.ipynb
+++ b/docs/tutorials/ghz-spacetime-codes.ipynb
@@ -1892,7 +1892,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 2.5
+  "hours": 2.5,
+  "qpuSeconds": 10
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/global-data-quantum-optimizer.ipynb b/docs/tutorials/global-data-quantum-optimizer.ipynb
index afeeee9f45eb..60f9e7daba72 100644
--- a/docs/tutorials/global-data-quantum-optimizer.ipynb
+++ b/docs/tutorials/global-data-quantum-optimizer.ipynb
@@ -706,7 +706,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1.5
+  "hours": 1.5,
+  "qpuSeconds": 3300
  },
  "nbformat": 4,
  "nbformat_minor": 2
diff --git a/docs/tutorials/grovers-algorithm.ipynb b/docs/tutorials/grovers-algorithm.ipynb
index 06acd61803e9..01cbd04978ff 100644
--- a/docs/tutorials/grovers-algorithm.ipynb
+++ b/docs/tutorials/grovers-algorithm.ipynb
@@ -566,7 +566,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1
+  "hours": 1,
+  "qpuSeconds": 60
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/implicit-solvent-calculations.ipynb b/docs/tutorials/implicit-solvent-calculations.ipynb
index 509b220efeaa..ba0059acb9a3 100644
--- a/docs/tutorials/implicit-solvent-calculations.ipynb
+++ b/docs/tutorials/implicit-solvent-calculations.ipynb
@@ -1760,7 +1760,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1.5
+  "hours": 1.5,
+  "qpuSeconds": 120
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/krylov-quantum-diagonalization.ipynb b/docs/tutorials/krylov-quantum-diagonalization.ipynb
index 584e713f9d1e..aff7bbe1b521 100644
--- a/docs/tutorials/krylov-quantum-diagonalization.ipynb
+++ b/docs/tutorials/krylov-quantum-diagonalization.ipynb
@@ -1650,7 +1650,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1.5
+  "hours": 1.5,
+  "qpuSeconds": 1200
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/long-range-entanglement.ipynb b/docs/tutorials/long-range-entanglement.ipynb
index 99f65051fea5..4a236265c237 100644
--- a/docs/tutorials/long-range-entanglement.ipynb
+++ b/docs/tutorials/long-range-entanglement.ipynb
@@ -1575,7 +1575,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1
+  "hours": 1,
+  "qpuSeconds": 240
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/loop-string-hadron-dynamics.ipynb b/docs/tutorials/loop-string-hadron-dynamics.ipynb
index be7ab069fd7d..c5f97f2b7ea8 100644
--- a/docs/tutorials/loop-string-hadron-dynamics.ipynb
+++ b/docs/tutorials/loop-string-hadron-dynamics.ipynb
@@ -1235,7 +1235,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1
+  "hours": 1,
+  "qpuSeconds": 360
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/multi-product-formula.ipynb b/docs/tutorials/multi-product-formula.ipynb
index 8bc7a372b6a2..c1850c804833 100644
--- a/docs/tutorials/multi-product-formula.ipynb
+++ b/docs/tutorials/multi-product-formula.ipynb
@@ -1559,7 +1559,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1.5
+  "hours": 1.5,
+  "qpuSeconds": 240
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/nishimori-phase-transition.ipynb b/docs/tutorials/nishimori-phase-transition.ipynb
index 415386b23b4f..5ec36b5dca4d 100644
--- a/docs/tutorials/nishimori-phase-transition.ipynb
+++ b/docs/tutorials/nishimori-phase-transition.ipynb
@@ -830,7 +830,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1
+  "hours": 1,
+  "qpuSeconds": 180
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/operator-back-propagation.ipynb b/docs/tutorials/operator-back-propagation.ipynb
index 1f46a9778dca..77b65961f5f4 100644
--- a/docs/tutorials/operator-back-propagation.ipynb
+++ b/docs/tutorials/operator-back-propagation.ipynb
@@ -798,7 +798,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1.5
+  "hours": 1.5,
+  "qpuSeconds": 240
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/pauli-correlation-encoding-for-qaoa.ipynb b/docs/tutorials/pauli-correlation-encoding-for-qaoa.ipynb
index 33212c973e91..04aaacc917e7 100644
--- a/docs/tutorials/pauli-correlation-encoding-for-qaoa.ipynb
+++ b/docs/tutorials/pauli-correlation-encoding-for-qaoa.ipynb
@@ -1041,7 +1041,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1.5
+  "hours": 1.5,
+  "qpuSeconds": 2100
  },
  "nbformat": 4,
  "nbformat_minor": 4
diff --git a/docs/tutorials/pec-with-shaded-lightcones.ipynb b/docs/tutorials/pec-with-shaded-lightcones.ipynb
index e628a8154c9a..49ee87ad2952 100644
--- a/docs/tutorials/pec-with-shaded-lightcones.ipynb
+++ b/docs/tutorials/pec-with-shaded-lightcones.ipynb
@@ -1805,7 +1805,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 3
+  "hours": 3,
+  "qpuSeconds": 600
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/periodic-boundary-conditions-with-circuit-cutting.ipynb b/docs/tutorials/periodic-boundary-conditions-with-circuit-cutting.ipynb
index 7b5265203b5b..880e1b84aa16 100644
--- a/docs/tutorials/periodic-boundary-conditions-with-circuit-cutting.ipynb
+++ b/docs/tutorials/periodic-boundary-conditions-with-circuit-cutting.ipynb
@@ -997,7 +997,8 @@
    "pygments_lexer": "ipython3",
    "version": "3"
   },
-  "hours": 1.5
+  "hours": 1.5,
+  "qpuSeconds": 120
  },
  "nbformat": 4,
  "nbformat_minor": 5
diff --git a/docs/tutorials/probabilistic-error-amplification.ipynb b/docs/tutorials/probabilistic-error-amplification.ipynb
index 51cfa5019e82..73313881cf4d 100644
--- a/docs/tutorials/probabilistic-error-amplification.ipynb
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diff --git a/docs/tutorials/projected-quantum-kernels.ipynb b/docs/tutorials/projected-quantum-kernels.ipynb
index 6e76658820da..b7e1fe848aec 100644
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index caa0118e1100..dcc2cd95d477 100644
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index 2844bd5e7dab..69d5759bbd50 100644
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diff --git a/docs/tutorials/quantum-approximate-optimization-algorithm.ipynb b/docs/tutorials/quantum-approximate-optimization-algorithm.ipynb
index 6658353e8800..a0ff1bf1b132 100644
--- a/docs/tutorials/quantum-approximate-optimization-algorithm.ipynb
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@@ -1113,7 +1113,8 @@
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diff --git a/docs/tutorials/quantum-elements-orbit-qft-with-dynamic-circuits.ipynb b/docs/tutorials/quantum-elements-orbit-qft-with-dynamic-circuits.ipynb
index 62c0cefeb94d..ce124dd461c3 100644
--- a/docs/tutorials/quantum-elements-orbit-qft-with-dynamic-circuits.ipynb
+++ b/docs/tutorials/quantum-elements-orbit-qft-with-dynamic-circuits.ipynb
@@ -1345,7 +1345,8 @@
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diff --git a/docs/tutorials/quantum-kernel-training.ipynb b/docs/tutorials/quantum-kernel-training.ipynb
index ebeb79fa28b4..7b4dca33159f 100644
--- a/docs/tutorials/quantum-kernel-training.ipynb
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@@ -469,7 +469,8 @@
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diff --git a/docs/tutorials/quantum-phase-estimation-qctrl.ipynb b/docs/tutorials/quantum-phase-estimation-qctrl.ipynb
index 8fb6090b93ba..f8d8a7962e21 100644
--- a/docs/tutorials/quantum-phase-estimation-qctrl.ipynb
+++ b/docs/tutorials/quantum-phase-estimation-qctrl.ipynb
@@ -623,7 +623,8 @@
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diff --git a/docs/tutorials/qunova-hivqe.ipynb b/docs/tutorials/qunova-hivqe.ipynb
index f1cd3816b2ae..f399aa8f5456 100644
--- a/docs/tutorials/qunova-hivqe.ipynb
+++ b/docs/tutorials/qunova-hivqe.ipynb
@@ -1129,7 +1129,8 @@
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diff --git a/docs/tutorials/readout-error-mitigation-sampler.ipynb b/docs/tutorials/readout-error-mitigation-sampler.ipynb
index 8d07424f851d..da3ee398fb96 100644
--- a/docs/tutorials/readout-error-mitigation-sampler.ipynb
+++ b/docs/tutorials/readout-error-mitigation-sampler.ipynb
@@ -1410,7 +1410,8 @@
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diff --git a/docs/tutorials/real-time-benchmarking-for-qubit-selection.ipynb b/docs/tutorials/real-time-benchmarking-for-qubit-selection.ipynb
index b82d036e1fc2..1a881223879d 100644
--- a/docs/tutorials/real-time-benchmarking-for-qubit-selection.ipynb
+++ b/docs/tutorials/real-time-benchmarking-for-qubit-selection.ipynb
@@ -831,7 +831,8 @@
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diff --git a/docs/tutorials/repetition-codes.ipynb b/docs/tutorials/repetition-codes.ipynb
index ce88851fbed1..8805df0d319e 100644
--- a/docs/tutorials/repetition-codes.ipynb
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@@ -541,7 +541,8 @@
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diff --git a/docs/tutorials/sample-based-krylov-quantum-diagonalization.ipynb b/docs/tutorials/sample-based-krylov-quantum-diagonalization.ipynb
index 24bbfd2f74d9..550e911b7ed8 100644
--- a/docs/tutorials/sample-based-krylov-quantum-diagonalization.ipynb
+++ b/docs/tutorials/sample-based-krylov-quantum-diagonalization.ipynb
@@ -1023,7 +1023,8 @@
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diff --git a/docs/tutorials/sample-based-quantum-diagonalization.ipynb b/docs/tutorials/sample-based-quantum-diagonalization.ipynb
index cfa76b59ff9f..a44f909db954 100644
--- a/docs/tutorials/sample-based-quantum-diagonalization.ipynb
+++ b/docs/tutorials/sample-based-quantum-diagonalization.ipynb
@@ -1027,7 +1027,8 @@
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diff --git a/docs/tutorials/shors-algorithm.ipynb b/docs/tutorials/shors-algorithm.ipynb
index 1121329c843c..e045bc5edfd9 100644
--- a/docs/tutorials/shors-algorithm.ipynb
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@@ -1350,7 +1350,8 @@
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diff --git a/docs/tutorials/simulate-kicked-ising-tem.ipynb b/docs/tutorials/simulate-kicked-ising-tem.ipynb
index 2d1304161e92..e1c64ae05bde 100644
--- a/docs/tutorials/simulate-kicked-ising-tem.ipynb
+++ b/docs/tutorials/simulate-kicked-ising-tem.ipynb
@@ -869,7 +869,8 @@
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diff --git a/docs/tutorials/simulate-neutron-scattering.ipynb b/docs/tutorials/simulate-neutron-scattering.ipynb
index ae7ad10417da..3f498ef942fb 100644
--- a/docs/tutorials/simulate-neutron-scattering.ipynb
+++ b/docs/tutorials/simulate-neutron-scattering.ipynb
@@ -1334,7 +1334,8 @@
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diff --git a/docs/tutorials/sml-classification.ipynb b/docs/tutorials/sml-classification.ipynb
index 07e7dd3c9089..7a43774243ae 100644
--- a/docs/tutorials/sml-classification.ipynb
+++ b/docs/tutorials/sml-classification.ipynb
@@ -1047,7 +1047,8 @@
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diff --git a/docs/tutorials/solve-higher-order-binary-optimization-problems-with-q-ctrls-optimization-solver.ipynb b/docs/tutorials/solve-higher-order-binary-optimization-problems-with-q-ctrls-optimization-solver.ipynb
index 218140ff6f22..19b797fa0ada 100644
--- a/docs/tutorials/solve-higher-order-binary-optimization-problems-with-q-ctrls-optimization-solver.ipynb
+++ b/docs/tutorials/solve-higher-order-binary-optimization-problems-with-q-ctrls-optimization-solver.ipynb
@@ -858,7 +858,8 @@
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diff --git a/docs/tutorials/solve-market-split-problem-with-iskay-quantum-optimizer.ipynb b/docs/tutorials/solve-market-split-problem-with-iskay-quantum-optimizer.ipynb
index e1563e6e87d7..31050613af93 100644
--- a/docs/tutorials/solve-market-split-problem-with-iskay-quantum-optimizer.ipynb
+++ b/docs/tutorials/solve-market-split-problem-with-iskay-quantum-optimizer.ipynb
@@ -1150,7 +1150,8 @@
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diff --git a/docs/tutorials/spin-chain-vqe.ipynb b/docs/tutorials/spin-chain-vqe.ipynb
index 9f5fbe929d13..d908642ffcd2 100644
--- a/docs/tutorials/spin-chain-vqe.ipynb
+++ b/docs/tutorials/spin-chain-vqe.ipynb
@@ -516,7 +516,8 @@
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diff --git a/docs/tutorials/transpilation-optimizations-with-sabre.ipynb b/docs/tutorials/transpilation-optimizations-with-sabre.ipynb
index a00a52154e44..9ccae3d0cc7b 100644
--- a/docs/tutorials/transpilation-optimizations-with-sabre.ipynb
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@@ -1220,7 +1220,8 @@
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diff --git a/docs/tutorials/transverse-field-ising-model.ipynb b/docs/tutorials/transverse-field-ising-model.ipynb
index d88a5960eeeb..f7452b17c767 100644
--- a/docs/tutorials/transverse-field-ising-model.ipynb
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@@ -863,7 +863,8 @@
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diff --git a/docs/tutorials/warm-start-qaoa.ipynb b/docs/tutorials/warm-start-qaoa.ipynb
index 54b90dfddba4..775419d32010 100644
--- a/docs/tutorials/warm-start-qaoa.ipynb
+++ b/docs/tutorials/warm-start-qaoa.ipynb
@@ -1450,7 +1450,8 @@
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diff --git a/docs/tutorials/wire-cutting.ipynb b/docs/tutorials/wire-cutting.ipynb
index 383769d8b2f2..1dd562172aeb 100644
--- a/docs/tutorials/wire-cutting.ipynb
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@@ -816,7 +816,8 @@
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From 7f14b27718f826d9464b750ebdd28badaf800fff Mon Sep 17 00:00:00 2001
From: Eric Harvey <Eric.Harvey@ibm.com>
Date: Thu, 30 Jul 2026 20:24:04 -0400
Subject: [PATCH 4/4] update module hours

---
 learning/modules/computer-science/qft.ipynb | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/learning/modules/computer-science/qft.ipynb b/learning/modules/computer-science/qft.ipynb
index 0edfdb44d0e6..f17fff14066f 100644
--- a/learning/modules/computer-science/qft.ipynb
+++ b/learning/modules/computer-science/qft.ipynb
@@ -1010,7 +1010,8 @@
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
    "version": "3"
-  }
+  },
+  "hours": 2
  },
  "nbformat": 4,
  "nbformat_minor": 5