diff --git a/src/taskgraph/generator.py b/src/taskgraph/generator.py
index e8626ba8c..14142eb7b 100644
--- a/src/taskgraph/generator.py
+++ b/src/taskgraph/generator.py
@@ -6,14 +6,14 @@
 import logging
 import os
 from dataclasses import dataclass
-from typing import Dict
+from typing import Callable, Dict, Optional, Union
 
 from . import filter_tasks
 from .config import GraphConfig, load_graph_config
 from .graph import Graph
 from .morph import morph
 from .optimize.base import optimize_task_graph
-from .parameters import parameters_loader
+from .parameters import Parameters, parameters_loader
 from .task import Task
 from .taskgraph import TaskGraph
 from .transforms.base import TransformConfig, TransformSequence
@@ -119,10 +119,10 @@ class TaskGraphGenerator:
 
     def __init__(
         self,
-        root_dir,
-        parameters,
-        decision_task_id="DECISION-TASK",
-        write_artifacts=False,
+        root_dir: Optional[str],
+        parameters: Union[Parameters, Callable[[GraphConfig], Parameters]],
+        decision_task_id: str = "DECISION-TASK",
+        write_artifacts: bool = False,
     ):
         """
         @param root_dir: root directory containing the Taskgraph config.yml file
diff --git a/src/taskgraph/optimize/base.py b/src/taskgraph/optimize/base.py
index 517c3e578..049591ef8 100644
--- a/src/taskgraph/optimize/base.py
+++ b/src/taskgraph/optimize/base.py
@@ -15,6 +15,7 @@
 import logging
 from abc import ABCMeta, abstractmethod
 from collections import defaultdict
+from typing import Dict, Set
 
 from slugid import nice as slugid
 
@@ -365,11 +366,11 @@ def replace_tasks(
 
 
 def get_subgraph(
-    target_task_graph,
-    removed_tasks,
-    replaced_tasks,
-    label_to_taskid,
-    decision_task_id,
+    target_task_graph: TaskGraph,
+    removed_tasks: Set[str],
+    replaced_tasks: Set[str],
+    label_to_taskid: Dict[str, str],
+    decision_task_id: str,
 ):
     """
     Return the subgraph of target_task_graph consisting only of
@@ -399,7 +400,9 @@ def get_subgraph(
     for label in sorted(
         target_task_graph.graph.nodes - removed_tasks - set(label_to_taskid)
     ):
-        label_to_taskid[label] = slugid()
+        task_id = slugid()
+        assert isinstance(task_id, str)
+        label_to_taskid[label] = task_id
 
     # resolve labels to taskIds and populate task['dependencies']
     tasks_by_taskid = {}
@@ -424,6 +427,7 @@ def get_subgraph(
                 }
             )
 
+        assert task.task_id
         task.task = resolve_task_references(
             task.label,
             task.task,
@@ -431,7 +435,7 @@ def get_subgraph(
             decision_task_id=decision_task_id,
             dependencies=named_task_dependencies,
         )
-        deps = task.task.setdefault("dependencies", [])  # type: ignore
+        deps = task.task.setdefault("dependencies", [])
         deps.extend(sorted(named_task_dependencies.values()))
         tasks_by_taskid[task.task_id] = task
 
diff --git a/src/taskgraph/transforms/run/common.py b/src/taskgraph/transforms/run/common.py
index 77d5dddac..15c6f213f 100644
--- a/src/taskgraph/transforms/run/common.py
+++ b/src/taskgraph/transforms/run/common.py
@@ -170,11 +170,8 @@ def support_caches(
     if use_caches is None:
         # Use project default values for filtering caches, default to
         # checkout cache if no selection is specified.
-        use_caches = (
-            config.graph_config.get("taskgraph", {})
-            .get("run", {})
-            .get("use-caches", ["checkout"])
-        )
+        taskgraph_config = config.graph_config.get("taskgraph") or {}
+        use_caches = taskgraph_config.get("run", {}).get("use-caches", ["checkout"])
 
     for name, cache_cfg in CACHES.items():
         if not should_use_cache(name, use_caches, run["checkout"]):
diff --git a/src/taskgraph/util/parameterization.py b/src/taskgraph/util/parameterization.py
index 1973f6f7d..39cbb2ea2 100644
--- a/src/taskgraph/util/parameterization.py
+++ b/src/taskgraph/util/parameterization.py
@@ -4,6 +4,7 @@
 
 
 import re
+from typing import Any, Dict
 
 from taskgraph.util.taskcluster import get_artifact_url
 from taskgraph.util.time import json_time_from_now
@@ -44,7 +45,13 @@ def resolve_timestamps(now, task_def):
     )
 
 
-def resolve_task_references(label, task_def, task_id, decision_task_id, dependencies):
+def resolve_task_references(
+    label: str,
+    task_def: Dict[str, Any],
+    task_id: str,
+    decision_task_id: str,
+    dependencies: Dict[str, str],
+) -> Dict[str, Any]:
     """Resolve all instances of ``{'task-reference': '..<..>..'} ``
     and ``{'artifact-reference`: '..<dependency/artifact/path>..'}``
     in the given task definition, using the given dependencies.
@@ -91,10 +98,12 @@ def repl(match):
 
         return ARTIFACT_REFERENCE_PATTERN.sub(repl, val)
 
-    return _recurse(
+    result = _recurse(
         task_def,
         {
             "task-reference": task_reference,
             "artifact-reference": artifact_reference,
         },
     )
+    assert isinstance(result, dict)
+    return result
diff --git a/test/test_util_parameterization.py b/test/test_util_parameterization.py
index 5894b55a3..9db21c51b 100644
--- a/test/test_util_parameterization.py
+++ b/test/test_util_parameterization.py
@@ -211,8 +211,8 @@ def test_artifact_refs_private(monkeypatch, assert_artifact_refs):
     monkeypatch.setenv("TASKCLUSTER_PROXY_URL", tc_proxy_url)
 
     assert_artifact_refs(
-        {"artifact-reference": "<edge1/private/foo>"},
-        f"{tc_proxy_url}/api/queue/v1/task/tid1/artifacts/private/foo",
+        {"url": {"artifact-reference": "<edge1/private/foo>"}},
+        {"url": f"{tc_proxy_url}/api/queue/v1/task/tid1/artifacts/private/foo"},
     )
 
 
@@ -255,6 +255,10 @@ def test_artifact_refs_badly_formed():
     "resolve_task_references ignores badly-formatted artifact references"
     for inv in ["<edge1>", "edge1/foo>", "<edge1>/foo", "<edge1>foo"]:
         resolved = resolve_task_references(
-            "subject", {"artifact-reference": inv}, "tid-self", "tid-decision", {}
+            "subject",
+            {"key": {"artifact-reference": inv}},
+            "tid-self",
+            "tid-decision",
+            {},
         )
-        assert resolved == inv
+        assert resolved == {"key": inv}
diff --git a/uv.lock b/uv.lock
index 7aebd765c..cbf668875 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,7 +2,9 @@ version = 1
 revision = 1
 requires-python = ">=3.8"
 resolution-markers = [
-    "python_full_version >= '3.9'",
+    "python_full_version >= '3.11'",
+    "python_full_version == '3.10.*'",
+    "python_full_version == '3.9.*'",
     "python_full_version < '3.9'",
 ]
 
@@ -10,23 +12,86 @@ resolution-markers = [
 name = "accessible-pygments"
 version = "0.0.4"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.9'",
+]
 dependencies = [
-    { name = "pygments" },
+    { name = "pygments", marker = "python_full_version < '3.9'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/b2/50/7055ebd9b7928eca202768bcf5f8f69d8d69dec1767c956c08f055c5b31e/accessible-pygments-0.0.4.tar.gz", hash = "sha256:e7b57a9b15958e9601c7e9eb07a440c813283545a20973f2574a5f453d0e953e", size = 11650 }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/20/d7/45cfa326d945e411c7e02764206845b05f8f5766aa7ebc812ef3bc4138cd/accessible_pygments-0.0.4-py2.py3-none-any.whl", hash = "sha256:416c6d8c1ea1c5ad8701903a20fcedf953c6e720d64f33dc47bfb2d3f2fa4e8d", size = 29320 },
 ]
 
+[[package]]
+name = "accessible-pygments"
+version = "0.0.5"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.11'",
+    "python_full_version == '3.10.*'",
+    "python_full_version == '3.9.*'",
+]
+dependencies = [
+    { name = "pygments", marker = "python_full_version >= '3.9'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/bc/c1/bbac6a50d02774f91572938964c582fff4270eee73ab822a4aeea4d8b11b/accessible_pygments-0.0.5.tar.gz", hash = "sha256:40918d3e6a2b619ad424cb91e556bd3bd8865443d9f22f1dcdf79e33c8046872", size = 1377899 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/8d/3f/95338030883d8c8b91223b4e21744b04d11b161a3ef117295d8241f50ab4/accessible_pygments-0.0.5-py3-none-any.whl", hash = "sha256:88ae3211e68a1d0b011504b2ffc1691feafce124b845bd072ab6f9f66f34d4b7", size = 1395903 },
+]
+
 [[package]]
 name = "alabaster"
 version = "0.7.13"
 source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version < '3.9'",
+]
 sdist = { url = "https://files.pythonhosted.org/packages/94/71/a8ee96d1fd95ca04a0d2e2d9c4081dac4c2d2b12f7ddb899c8cb9bfd1532/alabaster-0.7.13.tar.gz", hash = "sha256:a27a4a084d5e690e16e01e03ad2b2e552c61a65469419b907243193de1a84ae2", size = 11454 }
 wheels = [
     { url = "https://files.pythonhosted.org/packages/64/88/c7083fc61120ab661c5d0b82cb77079fc1429d3f913a456c1c82cf4658f7/alabaster-0.7.13-py3-none-any.whl", hash = "sha256:1ee19aca801bbabb5ba3f5f258e4422dfa86f82f3e9cefb0859b283cdd7f62a3", size = 13857 },
 ]
 
+[[package]]
+name = "alabaster"
+version = "0.7.16"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version == '3.9.*'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/c9/3e/13dd8e5ed9094e734ac430b5d0eb4f2bb001708a8b7856cbf8e084e001ba/alabaster-0.7.16.tar.gz", hash = "sha256:75a8b99c28a5dad50dd7f8ccdd447a121ddb3892da9e53d1ca5cca3106d58d65", size = 23776 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/32/34/d4e1c02d3bee589efb5dfa17f88ea08bdb3e3eac12bc475462aec52ed223/alabaster-0.7.16-py3-none-any.whl", hash = "sha256:b46733c07dce03ae4e150330b975c75737fa60f0a7c591b6c8bf4928a28e2c92", size = 13511 },
+]
+
+[[package]]
+name = "alabaster"
+version = "1.0.0"
+source = { registry = "https://pypi.org/simple" }
+resolution-markers = [
+    "python_full_version >= '3.11'",
+    "python_full_version == '3.10.*'",
+]
+sdist = { url = "https://files.pythonhosted.org/packages/a6/f8/d9c74d0daf3f742840fd818d69cfae176fa332022fd44e3469487d5a9420/alabaster-1.0.0.tar.gz", hash = "sha256:c00dca57bca26fa62a6d7d0a9fcce65f3e026e9bfe33e9c538fd3fbb2144fd9e", size = 24210 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7e/b3/6b4067be973ae96ba0d615946e314c5ae35f9f993eca561b356540bb0c2b/alabaster-1.0.0-py3-none-any.whl", hash = "sha256:fc6786402dc3fcb2de3cabd5fe455a2db534b371124f1f21de8731783dec828b", size = 13929 },
+]
+
+[[package]]
+name = "anyio"
+version = "4.9.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "exceptiongroup", marker = "python_full_version >= '3.9' and python_full_version < '3.11'" },
+    { name = "idna", marker = "python_full_version >= '3.9'" },
+    { name = "sniffio", marker = "python_full_version >= '3.9'" },
+    { name = "typing-extensions", marker = "python_full_version >= '3.9' and python_full_version < '3.13'" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/95/7d/4c1bd541d4dffa1b52bd83fb8527089e097a106fc90b467a7313b105f840/anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028", size = 190949 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a1/ee/48ca1a7c89ffec8b6a0c5d02b89c305671d5ffd8d3c94acf8b8c408575bb/anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c", size = 100916 },
+]
+
 [[package]]
 name = "appdirs"
 version = "1.4.4"
@@ -42,7 +107,8 @@ version = "1.3.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "python-dateutil" },
-    { name = "types-python-dateutil" },
+    { name = "types-python-dateutil", version = "2.9.0.20241206", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.9'" },
+    { name = "types-python-dateutil", version = "2.9.0.20250516", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.9'" },
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/2e/00/0f6e8fcdb23ea632c866620cc872729ff43ed91d284c866b515c6342b173/arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85", size = 131960 }
 wheels = [
@@ -51,26 +117,27 @@ wheels = [
 
 [[package]]
 name = "babel"
-version = "2.16.0"
+version = "2.17.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "pytz", marker = "python_full_version < '3.9'" },
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-sdist = { url = "https://files.pythonhosted.org/packages/2a/74/f1bc80f23eeba13393b7222b11d95ca3af2c1e28edca18af487137eefed9/babel-2.16.0.tar.gz", hash = "sha256:d1f3554ca26605fe173f3de0c65f750f5a42f924499bf134de6423582298e316", size = 9348104 }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/6b/d52e42361e1aa00709585ecc30b3f9684b3ab62530771402248b1b1d6240/babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d", size = 9951852 }
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+    { url = "https://files.pythonhosted.org/packages/b7/b8/3fe70c75fe32afc4bb507f75563d39bc5642255d1d94f1f23604725780bf/babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2", size = 10182537 },
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 [[package]]
 name = "beautifulsoup4"
-version = "4.12.3"
+version = "4.13.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "soupsieve" },
+    { name = "typing-extensions" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/b3/ca/824b1195773ce6166d388573fc106ce56d4a805bd7427b624e063596ec58/beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051", size = 581181 }
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 [[package]]
@@ -87,11 +154,11 @@ wheels = [
 
 [[package]]
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-version = "2024.8.30"
+version = "2025.4.26"
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-sdist = { url = "https://files.pythonhosted.org/packages/b0/ee/9b19140fe824b367c04c5e1b369942dd754c4c5462d5674002f75c4dedc1/certifi-2024.8.30.tar.gz", hash = "sha256:bec941d2aa8195e248a60b31ff9f0558284cf01a52591ceda73ea9afffd69fd9", size = 168507 }
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     { name = "python-slugify" },
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