diff --git a/CHANGES.md b/CHANGES.md
index 91135e7..e69b85b 100644
--- a/CHANGES.md
+++ b/CHANGES.md
@@ -6,6 +6,11 @@ releases are available on [conda-forge](https://anaconda.org/conda-forge/dags).
 
 ## 0.5.0
 
+- :gh:`67` Change `dict` annotations to `Mapping`; do not require string annotations
+  from users (:ghuser:`hmgaudecker`).
+
+- :gh:`66` Improve linting and development setup (:ghuser:`hmgaudecker`).
+
 - :gh:`62` Drop Python 3.10 support, improve typing thanks to requiring current networkx
   (:ghuser:`hmgaudecker`).
 
diff --git a/pixi.lock b/pixi.lock
index 7129cd3..a856a63 100644
--- a/pixi.lock
+++ b/pixi.lock
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   timestamp: 1764460141901
 - conda: https://conda.anaconda.org/conda-forge/linux-64/zstd-1.5.7-hb78ec9c_6.conda
diff --git a/src/dags/annotations.py b/src/dags/annotations.py
index 1381237..9b99102 100644
--- a/src/dags/annotations.py
+++ b/src/dags/annotations.py
@@ -4,8 +4,6 @@
 
 from typing import TYPE_CHECKING, Any, Literal, overload
 
-from dags.exceptions import NonStringAnnotationError
-
 if TYPE_CHECKING:
     from collections.abc import Callable
 
@@ -99,77 +97,24 @@ def get_annotations(
     return {arg: annotations.get(arg, default) for arg in ["return", *free_arguments]}
 
 
-def verify_annotations_are_strings(
-    annotations: dict[str, str], function_name: str
-) -> None:
-    """Verify that all type annotations are strings.
+def ensure_annotations_are_strings(annotations: dict[str, Any]) -> dict[str, str]:
+    """Ensure all type annotations are strings, converting if necessary.
 
-    Raises NonStringAnnotationError with a helpful message if any annotation
-    is not a string, suggesting the use of `from __future__ import annotations`.
+    In Python 3.14+, annotations may be evaluated at runtime rather than stored
+    as strings. This function converts any non-string annotations to their string
+    representation.
 
     Args:
         annotations: Dictionary of annotation names to their values.
-        function_name: Name of the function, used in error messages.
 
-    Raises:
-    ------
-        NonStringAnnotationError: If any annotation value is not a string.
+    Returns:
+    -------
+        Dictionary with all annotation values as strings.
 
     """
-    # If all annotations are strings, we are done.
-    if all(isinstance(v, str) for v in annotations.values()):
-        return
-
-    non_string_annotations = [
-        k for k, v in annotations.items() if not isinstance(v, str)
-    ]
-    arg_annotations = {k: v for k, v in annotations.items() if k != "return"}
-    return_annotation = annotations["return"]
-
-    # Create a representation of the signature with string annotations
-    # ----------------------------------------------------------------------------------
-    stringified_arg_annotations = []
-    for k, v in arg_annotations.items():
-        if k in non_string_annotations:
-            stringified_arg_annotations.append(f"{k}: '{_get_str_repr(v)}'")
-        else:
-            annot = f"{k}: '{v}'"
-            stringified_arg_annotations.append(annot)
-
-    if "return" in non_string_annotations:
-        stringified_return_annotation = f"'{_get_str_repr(return_annotation)}'"
-    else:
-        stringified_return_annotation = f"'{return_annotation}'"
-
-    stringified_signature = (
-        f"{function_name}({', '.join(stringified_arg_annotations)}) -> "
-        f"{stringified_return_annotation}"
-    )
-
-    # Create message on which argument and/or return annotation is invalid
-    # ----------------------------------------------------------------------------------
-    invalid_arg_annotations = [k for k in non_string_annotations if k != "return"]
-    if invalid_arg_annotations:
-        s = "s" if len(invalid_arg_annotations) > 1 else ""
-        invalid_arg_msg = f"argument{s} ({', '.join(invalid_arg_annotations)})"
-    else:
-        invalid_arg_msg = ""
-
-    invalid_annotations_msg = ""
-    if invalid_arg_msg and "return" in non_string_annotations:
-        invalid_annotations_msg = f"{invalid_arg_msg} and the return value"
-    elif invalid_arg_msg:
-        invalid_annotations_msg = invalid_arg_msg
-    elif "return" in non_string_annotations:
-        invalid_annotations_msg = "return value"
-
-    raise NonStringAnnotationError(
-        f"All function annotations must be strings. The annotations for the "
-        f"{invalid_annotations_msg} are not strings.\nA simple way for Python to treat "
-        "type annotations as strings is to add\n\n\tfrom __future__ import annotations"
-        "\n\nat the top of your file. Alternatively, you can do it manually by "
-        f"enclosing the annotations in quotes:\n\n\t{stringified_signature}."
-    )
+    return {
+        k: v if isinstance(v, str) else _get_str_repr(v) for k, v in annotations.items()
+    }
 
 
 def _get_str_repr(obj: object) -> str:
diff --git a/src/dags/dag.py b/src/dags/dag.py
index 56984e4..9bca46c 100644
--- a/src/dags/dag.py
+++ b/src/dags/dag.py
@@ -5,15 +5,16 @@
 import functools
 import inspect
 import warnings
+from collections.abc import Mapping
 from dataclasses import dataclass
 from typing import TYPE_CHECKING, Any, Literal, cast
 
 import networkx as nx
 
 from dags.annotations import (
+    ensure_annotations_are_strings,
     get_annotations,
     get_free_arguments,
-    verify_annotations_are_strings,
 )
 from dags.exceptions import (
     AnnotationMismatchError,
@@ -68,15 +69,13 @@ class FunctionExecutionInfo:
     func: Callable[..., Any]
     verify_annotations: bool = False
 
-    def __post_init__(self) -> None:
-        """Verify that the annotations are strings."""
-        if self.verify_annotations:
-            verify_annotations_are_strings(self.annotations, self.name)
-
     @functools.cached_property
     def annotations(self) -> dict[str, str]:
         """The annotations of the function."""
-        return get_annotations(self.func)
+        raw_annotations = get_annotations(self.func)
+        if self.verify_annotations:
+            return ensure_annotations_are_strings(raw_annotations)
+        return raw_annotations
 
     @property
     def arguments(self) -> list[str]:
@@ -95,7 +94,7 @@ def return_annotation(self) -> str:
 
 
 def concatenate_functions(  # noqa: PLR0913
-    functions: dict[str, Callable[..., Any]] | list[Callable[..., Any]],
+    functions: Mapping[str, Callable[..., Any]] | list[Callable[..., Any]],
     targets: str | list[str] | None = None,
     *,
     dag: nx.DiGraph[str] | None = None,
@@ -183,7 +182,7 @@ def concatenate_functions(  # noqa: PLR0913
 
 
 def create_dag(
-    functions: dict[str, Callable[..., Any]] | list[Callable[..., Any]],
+    functions: Mapping[str, Callable[..., Any]] | list[Callable[..., Any]],
     targets: str | list[str] | None,
 ) -> nx.DiGraph[str]:
     """Build a directed acyclic graph (DAG) from functions.
@@ -224,7 +223,7 @@ def create_dag(
 
 def _create_combined_function_from_dag(  # noqa: PLR0913
     dag: nx.DiGraph[str],
-    functions: dict[str, Callable[..., Any]] | list[Callable[..., Any]],
+    functions: Mapping[str, Callable[..., Any]] | list[Callable[..., Any]],
     targets: str | list[str] | None,
     return_type: Literal["tuple", "list", "dict"] = "tuple",
     aggregator: Callable[[T, T], T] | None = None,
@@ -359,7 +358,7 @@ def _create_combined_function_from_dag(  # noqa: PLR0913
 
 
 def get_ancestors(
-    functions: dict[str, Callable[..., Any]] | list[Callable[..., Any]],
+    functions: Mapping[str, Callable[..., Any]] | list[Callable[..., Any]],
     targets: str | list[str] | None,
     *,
     include_targets: bool = False,
@@ -389,14 +388,14 @@ def get_ancestors(
 
     ancestors: set[str] = set()
     for target in _targets:
-        ancestors |= nx.ancestors(dag, target)
+        ancestors |= nx.ancestors(dag, target)  # type: ignore[invalid-argument-type]
         if include_targets:
             ancestors.add(target)
     return ancestors
 
 
 def harmonize_and_check_functions_and_targets(
-    functions: dict[str, Callable[..., Any]] | list[Callable[..., Any]],
+    functions: Mapping[str, Callable[..., Any]] | list[Callable[..., Any]],
     targets: str | list[str] | None,
 ) -> tuple[dict[str, Callable[..., Any]], list[str]]:
     """Harmonize the type of specified functions and targets and do some checks.
@@ -423,14 +422,11 @@ def harmonize_and_check_functions_and_targets(
 
 
 def _harmonize_functions(
-    functions: dict[str, Callable[..., Any]] | list[Callable[..., Any]],
+    functions: Mapping[str, Callable[..., Any]] | list[Callable[..., Any]],
 ) -> dict[str, Callable[..., Any]]:
-    if not isinstance(functions, dict):
-        functions_dict = {func.__name__: func for func in functions}  # ty: ignore[unresolved-attribute]
-    else:
-        functions_dict = functions
-
-    return functions_dict
+    if isinstance(functions, Mapping):
+        return {k: v for k, v in functions.items()}  # noqa: C416  # ty: ignore[invalid-return-type]
+    return {func.__name__: func for func in functions}  # ty: ignore[unresolved-attribute]
 
 
 def _harmonize_targets(
@@ -466,7 +462,7 @@ def _fail_if_functions_are_missing(
 
 def _fail_if_dag_contains_cycle(dag: nx.DiGraph[str]) -> None:
     """Check for cycles in DAG."""
-    cycles = list(nx.simple_cycles(dag))
+    cycles = list(nx.simple_cycles(dag))  # type: ignore[invalid-argument-type]
 
     if len(cycles) > 0:
         formatted = format_list_linewise(cycles)
@@ -513,7 +509,7 @@ def _limit_dag_to_targets_and_their_ancestors(
     """
     used_nodes = set(targets)
     for target in targets:
-        used_nodes = used_nodes | set(nx.ancestors(dag, target))
+        used_nodes = used_nodes | set(nx.ancestors(dag, target))  # type: ignore[invalid-argument-type]
 
     all_nodes = set(dag.nodes)
 
@@ -573,7 +569,7 @@ def create_execution_info(
 
     """
     out = {}
-    for node in nx.lexicographical_topological_sort(dag, key=lexsort_key):
+    for node in nx.lexicographical_topological_sort(dag, key=lexsort_key):  # type: ignore[invalid-argument-type]
         if node in functions:
             out[node] = FunctionExecutionInfo(
                 name=node,
diff --git a/src/dags/signature.py b/src/dags/signature.py
index f7cdda7..b8ed196 100644
--- a/src/dags/signature.py
+++ b/src/dags/signature.py
@@ -4,6 +4,7 @@
 
 import functools
 import inspect
+from collections.abc import Mapping
 from typing import TYPE_CHECKING, Any, cast, overload
 
 from dags.annotations import get_annotations
@@ -76,8 +77,8 @@ def _create_annotations(
 def with_signature(
     func: Callable[P, R],
     *,
-    args: dict[str, str] | list[str] | None = None,
-    kwargs: dict[str, str] | list[str] | None = None,
+    args: Mapping[str, str] | list[str] | None = None,
+    kwargs: Mapping[str, str] | list[str] | None = None,
     enforce: bool = True,
     return_annotation: Any = inspect.Parameter.empty,
 ) -> Callable[P, R]: ...
@@ -86,8 +87,8 @@ def with_signature(
 @overload
 def with_signature(
     *,
-    args: dict[str, str] | list[str] | None = None,
-    kwargs: dict[str, str] | list[str] | None = None,
+    args: Mapping[str, str] | list[str] | None = None,
+    kwargs: Mapping[str, str] | list[str] | None = None,
     enforce: bool = True,
     return_annotation: Any = inspect.Parameter.empty,
 ) -> Callable[[Callable[P, R]], Callable[P, R]]: ...
@@ -96,8 +97,8 @@ def with_signature(
 def with_signature(
     func: Callable[P, R] | None = None,
     *,
-    args: dict[str, str] | list[str] | None = None,
-    kwargs: dict[str, str] | list[str] | None = None,
+    args: Mapping[str, str] | list[str] | None = None,
+    kwargs: Mapping[str, str] | list[str] | None = None,
     enforce: bool = True,
     return_annotation: Any = inspect.Parameter.empty,
 ) -> Callable[P, R] | Callable[[Callable[P, R]], Callable[P, R]]:
@@ -190,18 +191,18 @@ def _fail_if_invalid_keyword_arguments(
 def rename_arguments(
     func: Callable[P, R],
     *,
-    mapper: dict[str, str],
+    mapper: Mapping[str, str],
 ) -> Callable[..., R]: ...
 
 
 @overload
 def rename_arguments(
-    *, mapper: dict[str, str]
+    *, mapper: Mapping[str, str]
 ) -> Callable[[Callable[P, R]], Callable[..., R]]: ...
 
 
 def rename_arguments(  # noqa: C901
-    func: Callable[P, R] | None = None, *, mapper: dict[str, str] | None = None
+    func: Callable[P, R] | None = None, *, mapper: Mapping[str, str] | None = None
 ) -> Callable[..., R] | Callable[[Callable[P, R]], Callable[..., R]]:
     """Rename positional and keyword arguments of func.
 
@@ -275,12 +276,14 @@ def wrapper_rename_arguments(*args: P.args, **kwargs: P.kwargs) -> R:
 
 
 def _map_names_to_types(
-    arg: dict[str, str] | list[str] | None,
+    arg: Mapping[str, str] | list[str] | None,
 ) -> dict[str, str] | dict[str, type[inspect._empty]]:
     if arg is None:
         return {}
     if isinstance(arg, list):
         return dict.fromkeys(arg, inspect.Parameter.empty)
-    if isinstance(arg, dict):
-        return arg
-    raise DagsError(f"Invalid type for arg: {type(arg)}. Expected dict, list, or None.")
+    if isinstance(arg, Mapping):
+        return dict(arg)
+    raise DagsError(
+        f"Invalid type for arg: {type(arg)}. Expected Mapping, list, or None."
+    )
diff --git a/tests/test_annotations.py b/tests/test_annotations.py
index 8324813..982046f 100644
--- a/tests/test_annotations.py
+++ b/tests/test_annotations.py
@@ -8,9 +8,9 @@
 import pytest
 from numpy.typing import NDArray
 
-from dags.annotations import get_annotations, verify_annotations_are_strings
+from dags.annotations import ensure_annotations_are_strings, get_annotations
 from dags.dag import concatenate_functions
-from dags.exceptions import AnnotationMismatchError, NonStringAnnotationError
+from dags.exceptions import AnnotationMismatchError
 
 
 def test_argument_annotations_mismatch() -> None:
@@ -113,57 +113,36 @@ def f(a: NDArray[np.float64]) -> float:
     }
 
 
-def test_verify_annotations_are_strings() -> None:
-    verify_annotations_are_strings({"a": "int", "return": "float"}, "f")
+def test_ensure_annotations_are_strings_already_strings() -> None:
+    """Test that string annotations are passed through unchanged."""
+    result = ensure_annotations_are_strings({"a": "int", "return": "float"})
+    assert result == {"a": "int", "return": "float"}
 
 
-def test_verify_annotations_are_strings_non_string_argument_full_message() -> None:
-    with pytest.raises(
-        NonStringAnnotationError,
-        match=(
-            r"All function annotations must be strings. The annotations for the "
-            r"argument \(a\) are not strings.\n"
-            r"A simple way for Python to treat type annotations as strings is to add\n"
-            r"\n\tfrom __future__ import annotations\n\n"
-            r"at the top of your file. Alternatively, you can do it manually by "
-            r"enclosing the annotations in quotes:\n\n"
-            r"\tf\(a: 'int'\) -> 'float'\."
-        ),
-    ):
-        verify_annotations_are_strings({"a": int, "return": "float"}, "f")  # ty: ignore[invalid-argument-type]
+def test_ensure_annotations_are_strings_converts_non_string_argument() -> None:
+    """Test that non-string argument annotations are converted to strings."""
+    result = ensure_annotations_are_strings({"a": int, "return": "float"})
+    assert result == {"a": "int", "return": "float"}
 
 
-def test_verify_annotations_are_strings_multiple_non_string_argument() -> None:
-    with pytest.raises(
-        NonStringAnnotationError,
-        match=(
-            "All function annotations must be strings. The annotations for the "
-            r"arguments \(a, b\) are not strings."
-        ),
-    ):
-        verify_annotations_are_strings({"a": int, "b": bool, "return": "float"}, "f")  # ty: ignore[invalid-argument-type]
+def test_ensure_annotations_are_strings_converts_multiple_non_string_arguments() -> (
+    None
+):
+    """Test that multiple non-string argument annotations are converted."""
+    result = ensure_annotations_are_strings({"a": int, "b": bool, "return": "float"})
+    assert result == {"a": "int", "b": "bool", "return": "float"}
 
 
-def test_verify_annotations_are_strings_non_string_return() -> None:
-    with pytest.raises(
-        NonStringAnnotationError,
-        match=(
-            r"All function annotations must be strings. The annotations for the return"
-            r" value are not strings."
-        ),
-    ):
-        verify_annotations_are_strings({"a": "int", "return": float}, "f")  # ty: ignore[invalid-argument-type]
+def test_ensure_annotations_are_strings_converts_non_string_return() -> None:
+    """Test that non-string return annotation is converted to string."""
+    result = ensure_annotations_are_strings({"a": "int", "return": float})
+    assert result == {"a": "int", "return": "float"}
 
 
-def test_verify_annotations_are_strings_non_string_argument_and_return() -> None:
-    with pytest.raises(
-        NonStringAnnotationError,
-        match=(
-            "All function annotations must be strings. The annotations for the argument"
-            r" \(a\) and the return value are not strings."
-        ),
-    ):
-        verify_annotations_are_strings({"a": int, "return": float}, "f")  # ty: ignore[invalid-argument-type]
+def test_ensure_annotations_are_strings_converts_all_non_strings() -> None:
+    """Test that all non-string annotations are converted."""
+    result = ensure_annotations_are_strings({"a": int, "return": float})
+    assert result == {"a": "int", "return": "float"}
 
 
 def test_get_annotations_fallback_for_args_kwargs_mismatch() -> None:
diff --git a/tests/test_signature.py b/tests/test_signature.py
index 25e71ea..a4d9bd5 100644
--- a/tests/test_signature.py
+++ b/tests/test_signature.py
@@ -4,7 +4,7 @@
 
 import pytest
 
-from dags.exceptions import InvalidFunctionArgumentsError
+from dags.exceptions import DagsError, InvalidFunctionArgumentsError
 from dags.signature import _create_signature, rename_arguments, with_signature
 
 
@@ -204,3 +204,11 @@ def f(d: int, e: float, *, f: bool) -> float:
         "c": "bool",
         "return": "float",
     }
+
+
+def test_with_signature_invalid_args_type() -> None:
+    with pytest.raises(DagsError, match="Invalid type for arg"):
+
+        @with_signature(args="invalid")  # ty: ignore[invalid-argument-type]
+        def f(*args, **kwargs):
+            pass
diff --git a/tests/test_without_string_annotations.py b/tests/test_without_string_annotations.py
index 44d77ac..b18f0b3 100644
--- a/tests/test_without_string_annotations.py
+++ b/tests/test_without_string_annotations.py
@@ -5,10 +5,7 @@
 
 """
 
-import pytest
-
 from dags.dag import FunctionExecutionInfo
-from dags.exceptions import NonStringAnnotationError
 
 
 def test_function_execution_info() -> None:
@@ -22,13 +19,16 @@ def f(a: int, b: float) -> float:
     )
 
 
-def test_function_execution_info_verify_annotations() -> None:
+def test_function_execution_info_verify_annotations_converts_to_strings() -> None:
+    """Test that verify_annotations=True converts non-string annotations to strings."""
+
     def f(a: int, b: float) -> float:
         return a + b
 
-    with pytest.raises(NonStringAnnotationError):
-        FunctionExecutionInfo(
-            name="f",
-            func=f,
-            verify_annotations=True,
-        )
+    info = FunctionExecutionInfo(
+        name="f",
+        func=f,
+        verify_annotations=True,
+    )
+    # Annotations should now be strings
+    assert info.annotations == {"a": "int", "b": "float", "return": "float"}