diff --git a/README.md b/README.md
index e063d44..90713a5 100644
--- a/README.md
+++ b/README.md
@@ -206,36 +206,3 @@ Another benefit from using the typed version is that tooltips in VS Code are mor
 * [ ] ``get_shape_variables`` does not work if checks are disabled. This should be possible but give a performance warning, recommending not to use this feature in performance-critical applications.
 * [x] Variable stack collects int values as variables and prints them, i.e. it produces error messages like ``"Shape torch.Size([1, 4, 4]) does not match descriptor (b, 4, 4) at position 0 based on already inferred variables {'b': 4, 'n': 304, 2: 2, 1: 1, 4: 4}"``
 
-## Future Improvements
-These are feature that are not implemented yet, but might be added in future releases.
-
-* [x] dtype annotation
-* [ ] add tests for autogenerated constraints and come up with a specific 
- syntax to enable it (or enable it by default?)
-* [x] make exception messages more concise and remove currently used exception 
-reraise
-* [ ] improve annotation handling for method overrides in subclasses
-* [x] add tests for frameworks other than PyTorch
-  * [x] torch
-  * [x] numpy
-  * [x] jax
-  * [x] dask
-  * [x] donnx
-  * [x] sparse
-  * ~~[ ] cupy~~ (we leave this out for now because it requires CUDA)
-* [x] check compatibility with static type checkers
-* [ ] rewrite README to give a cleaner overview over the features
-* [ ] support union of shape descriptors (but this might break the current simplicity)
-* [ ] benchmark speed to understand impact in tight loops
-* [x] compatibility for torch.compile (or at least auto-disable check)
-* ~~[ ] device annotation~~ (device definition not standardized in Python array API 2024.12, see [this section of the specifications](https://data-apis.org/array-api/2024.12/design_topics/device_support.html#device-support))
-* [ ] add variable names for dtype
-* [ ] add more helpful message when parameter / output is not the expected type
-* [x] (maybe instead of the one before) catch and reraise all exceptions inside
- wrapper and reraise with additional info about exception location
-* [x] improve hints for static type checking (currently it assumes either torch
- or the object just having a .shape parameter)
-* [ ] make get_shape_variables work in check modes "never" and "once" without
- performance overhead
-* [ ] work on performance overhead in general
-