diff --git a/docs/Python-for-Formula-Authors.md b/docs/Python-for-Formula-Authors.md
index 3b67108a091e6f..fd10c025289036 100644
--- a/docs/Python-for-Formula-Authors.md
+++ b/docs/Python-for-Formula-Authors.md
@@ -175,13 +175,13 @@ Remember: there are very limited cases for libraries (e.g. significant amounts o
 
 **We do not use the `python-` prefix for these kind of formulae!**
 
-### Examples of allowed libaries in homebrew-core
+### Examples of allowed libraries in homebrew-core
 
 * `numpy`, `scipy`: long build time, complex build process
 
 * `cryptography`: builds with `rust`
 
-* `certifi`: patched formula to allow any Python-based formulae to leverage the brewed CA certs (see https://github.com/orgs/Homebrew/discussions/4691).
+* `certifi`: patched formula to allow any Python-based formulae to leverage the brewed CA certs (see <https://github.com/orgs/Homebrew/discussions/4691>).
 
 ### Python declarations for libraries
 
@@ -245,4 +245,4 @@ It is probably safe to use `--prefix` with `--root=/`, which should work with ei
 
 ### `pip` vs. `setup.py`
 
-[PEP 453](https://legacy.python.org/dev/peps/pep-0453/#recommendations-for-downstream-distributors) makes a recommendation to downstream distributors (us) that sdist tarballs should be installed with `pip` instead of by invoking `setup.py` directly. For historical reasons we did not follow PEP 453, so some formulae still use `setup.py` installs. Nowadays, most of the formulae use `pip` as we have migrated them to this better way of installation.
+[PEP 453](https://legacy.python.org/dev/peps/pep-0453/#recommendations-for-downstream-distributors) makes a recommendation to downstream distributors (us) that sdist tarballs should be installed with `pip` instead of by invoking `setup.py` directly. For historical reasons we did not follow PEP 453, so some formulae still use `setup.py` installs. Nowadays, most of the formulae use `pip` as we have migrated them to this preferred method of installation.