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Hybrid Quantum-Classical Machine Learning in TensorFlow

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This PR adds several more constraints in `requirements.in` in order to produce a set that supports building TFQ for Python 3.9 as well as 3.10 – 3.12. This means TFQ...

This adds a couple of files for tools used by scripts in `./scripts/`: * A config file for YAPF, copied from the TensorFlow repo. Even though it's very simple, it's...

![1768336871222.jpg](https://github.com/user-attachments/assets/b8eb5c54-5208-4a2c-99ea-c28d4a7ceea6) The Fate Crystal architecture represents a paradigm shift in both quantum information science and Large Language Model (LLM) structural alignment. Unlike traditional periodic structures or oscillating time crystals, the...

https://github.com/users/mrlindzer2-dotcom/projects/1/views/1 - > ![bh_pipeline_notebook.md](https://github.com/user-attachments/files/24592578/bh_pipeline_notebook.md) ![tue_jan_13_2026_markdown_file_with_architecture_overview_diagram (1) (1).md](https://github.com/user-attachments/files/24592583/tue_jan_13_2026_markdown_file_with_architecture_overview_diagram.1.1.md) ![tue_jan_13_2026_markdown_file_with_architecture_overview_diagram.zip](https://github.com/user-attachments/files/24592778/tue_jan_13_2026_markdown_file_with_architecture_overview_diagram.zip) ![1768282087765.jpg](https://github.com/user-attachments/assets/16ebe2a9-0a76-4763-9173-ebe7bf227e67) ![files.zip](https://github.com/user-attachments/files/24593228/files.zip)``` ![README.md](https://github.com/user-attachments/files/24593264/README.md) ![tue_jan_13_2026_markdown_file_with_architecture_overview_diagram (1).md](https://github.com/user-attachments/files/24593260/tue_jan_13_2026_markdown_file_with_architecture_overview_diagram.1.md) ![v1_README (1).md](https://github.com/user-attachments/files/24593262/v1_README.1.md) ![v1_architecture_overview (1).md](https://github.com/user-attachments/files/24593261/v1_architecture_overview.1.md) ![Uploading README_un![bh_pipeline_notebook.md](https://github.com/user-attachments/files/24593265/bh_pipeline_notebook.md) …]() ![Uploading bh_pipeline_notebook.md …]() ![v1_architecture_overview.md](https://github.com/user-attachments/files/24593263/v1_architecture_overview.md) ![tue_jan_13_2026_markdown_file_with_architecture_overview_diagram.md](https://github.com/user-attachments/files/24593269/tue_jan_13_2026_markdown_file_with_architecture_overview_diagram.md) ![bh_pipeline_notebook (1).md](https://github.com/user-attachments/files/24593266/bh_pipeline_notebook.1.md) ```

It turns out there are different paths to get to the security page on GitHub, and one of them ends up with a broken image. In retrospect, my attempt to...

area/docs
area/health

Post-0.7.5, we need to determine what platforms we can support. There is a matrix formed by operating system, OS version, CPU architecture, GPU/no GPU, and possibly other dimensions. This issue...

area/dependencies

As noted in the release notes for [TensorFlow Quantum (TFQ) 0.7.5](https://github.com/tensorflow/quantum/releases/tag/v0.7.5), this version is compatible with TensorFlow 2.16 and Keras 2; however, Colab has version 2.19 preinstalled, and downgrading TensorFlow...

area/docs
area/dependencies
platform/colab
platform/linux
area/keras
area/tensorflow

The version number is defined in the following files: * `tensorflow_quantum/__init__.py` * `release/setup.py` It's not clear why `setup.py` doesn't simply get the version number from `__init__.py`, but we should try...

area/health
python

Gym is no longer supported, and the recommendation is to switch to [Gymnasium](https://gymnasium.farama.org/introduction/migration_guide/). The tutorial on reinforcement learning uses Gym; we should convert the tutorial to use Gymnasium to avoid...

area/dependencies
python

Some trivial deviations from `clang-format` in a small number of files seem to have crept in over time. This meant that running the format check scripts in `scripts/` could report...

area/health