fix typo in uv-for-scientists link (#11)

Author: andrew-s28

frontend/mdx/posts/uv-for-scientists.mdx

@@ -87,6 +87,6 @@ for denom in denominator:
         value = 1 / denom
 ```
 
-Simply including this inline metadata at the top of scripts will ensure that this script will run on any machine that has uv installed. Indeed, as uv is just a tool for managing this metadata, the script will stay running even with whatever PEP-723 compliant tool comes next!
+Simply including this inline metadata at the top of scripts will ensure that this script will run on any machine that has uv installed. Indeed, as uv is just a tool for managing this metadata, the script will stay running even with whatever [PEP 723](https://peps.python.org/pep-0723/) compliant tool comes next!
 
-If you want a real-world example, consider checking out my Ocean Observatories Initiative [nitrate data download script](https://github.com/andrew-s28/ooi-profiler-nitrate-retriever/blob/main/scripts/retrieve_profiler_data.py) or my [velocity, nitrate, and wind analysis scripts](https://github.com/andrew-s28/shelf-nitrate-response-to-upwelling/tree/main/scripts), both of which support my research on the [shelf nitrate response to upwelling](http://localhost:3000/projects/posts/shelf-nitrate-response-to-upwelling).
+If you want a real-world example, consider checking out my Ocean Observatories Initiative [nitrate data download script](https://github.com/andrew-s28/ooi-profiler-nitrate-retriever/blob/main/scripts/retrieve_profiler_data.py) or my [velocity, nitrate, and wind analysis scripts](https://github.com/andrew-s28/shelf-nitrate-response-to-upwelling/tree/main/scripts), both of which support my research on the [shelf nitrate response to upwelling](/projects/posts/shelf-nitrate-response-to-upwelling).