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 <br>
 
-  * **[DEF CON 23 talk on hacking quantum computing](https://www.youtube.com/watch?v=1Fp6ibfOQ4Y)**
-  * **[graduate book on quantum information](http://www.astro.sunysb.edu/steinkirch/books/qi.pdf)**
-  * **[graduate book on quantum field theory](https://www.astro.sunysb.edu/steinkirch/books/qft.pdf)**
-  * **[whitepaper on "the study of the potts model, tutte and chromatic polynomials, and the connections with computation complexity and quantum computing"](https://www.astro.sunysb.edu/steinkirch/reviews/potts_model_paper.pdf)**
-  * **[handwritten notes on topological quantum field theory (and the chern-simons theory)](https://www.astro.sunysb.edu/steinkirch/books/tqfts.pdf)**
-  * **[quantum teleportation demo in cirq](https://www.youtube.com/watch?v=oGYMrXpQT-8)**
-  * **[curiee, a former 501(c)(3) for hackers to learn qc](http://web.archive.org/web/20200426052315/http://curiee.com/)**
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+##### outreach
+* **[DEF CON 23 talk on hacking quantum computing](https://www.youtube.com/watch?v=1Fp6ibfOQ4Y)**
+* **[curiee, a former 501(c)(3) for hackers to learn qc](http://web.archive.org/web/20200426052315/http://curiee.com/)**
+
+##### publications
+* **[graduate book on quantum information](http://www.astro.sunysb.edu/steinkirch/books/qi.pdf)**
+* **[graduate book on quantum field theory](https://www.astro.sunysb.edu/steinkirch/books/qft.pdf)**
+* **[whitepaper on "the study of the potts model, tutte and chromatic polynomials, and the connections with computation complexity and quantum computing"](https://www.astro.sunysb.edu/steinkirch/reviews/potts_model_paper.pdf)**
+* **[handwritten notes on topological quantum field theory (and the chern-simons theory)](https://www.astro.sunysb.edu/steinkirch/books/tqfts.pdf)**
+  
+##### open-source software
+* **[training energy-based-models using openai's resources](https://github.com/autistic-symposium/ml-ai-agents-py/tree/master/EBMs)**
+* **[quantum computing tensorflow on kubernetes](https://github.com/autistic-symposium/ml-qtensorflow-py?tab=readme-ov-file)**
+* **[quantum teleportation demo in cirq](https://www.youtube.com/watch?v=oGYMrXpQT-8)**