diff --git a/.gitea/workflows/docs.yml b/.gitea/workflows/docs.yml
index cd7560e..5dc5dc7 100644
--- a/.gitea/workflows/docs.yml
+++ b/.gitea/workflows/docs.yml
@@ -9,6 +9,13 @@ on:
       - opened
       - synchronize
 
+# A new push supersedes the run still queued for the commit before it. Without
+# this each commit leaves its own run in the queue and a runner that was offline
+# for a while works through a backlog of results nobody will read.
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
 jobs:
   docs:
     runs-on: ubuntu-latest
diff --git a/.gitea/workflows/playwright.yml b/.gitea/workflows/playwright.yml
index 4c6bc25..253de41 100644
--- a/.gitea/workflows/playwright.yml
+++ b/.gitea/workflows/playwright.yml
@@ -21,6 +21,13 @@ on:
       - .env.example
       - .gitea/workflows/playwright.yml
 
+# A new push supersedes the run still queued for the commit before it. Without
+# this each commit leaves its own run in the queue and a runner that was offline
+# for a while works through a backlog of results nobody will read.
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
 env:
   # The playwright runner service comes from the dev overlay. It loads the SPA
   # from the nginx `frontend` service and reaches the API as http://backend:8000
diff --git a/.gitea/workflows/pre-commit.yml b/.gitea/workflows/pre-commit.yml
index 9545b10..bef3351 100644
--- a/.gitea/workflows/pre-commit.yml
+++ b/.gitea/workflows/pre-commit.yml
@@ -11,6 +11,13 @@ on:
       - opened
       - synchronize
 
+# A new push supersedes the run still queued for the commit before it. Without
+# this each commit leaves its own run in the queue and a runner that was offline
+# for a while works through a backlog of results nobody will read.
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
 jobs:
   pre-commit:
     runs-on: ubuntu-latest
@@ -23,7 +30,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: "3.10"
+          python-version: "3.13"
       - name: Set up uv
         uses: astral-sh/setup-uv@v7
         with:
diff --git a/.gitea/workflows/publish.yml b/.gitea/workflows/publish.yml
index 37b6430..61e8ed3 100644
--- a/.gitea/workflows/publish.yml
+++ b/.gitea/workflows/publish.yml
@@ -18,7 +18,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: "3.10"
+          python-version: "3.13"
       - name: Set up uv
         uses: astral-sh/setup-uv@v7
       - name: The tag is what the packages say they are
diff --git a/.gitea/workflows/test-backend.yml b/.gitea/workflows/test-backend.yml
index 4c17551..739251c 100644
--- a/.gitea/workflows/test-backend.yml
+++ b/.gitea/workflows/test-backend.yml
@@ -9,6 +9,13 @@ on:
       - opened
       - synchronize
 
+# A new push supersedes the run still queued for the commit before it. Without
+# this each commit leaves its own run in the queue and a runner that was offline
+# for a while works through a backlog of results nobody will read.
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
 env:
   # The compose files live in docker/, so a bare `docker compose` from the repo
   # root finds nothing. With COMPOSE_FILE set, compose reads .env from the
@@ -31,7 +38,7 @@ jobs:
       - name: Set up Python
         uses: actions/setup-python@v5
         with:
-          python-version: "3.10"
+          python-version: "3.13"
       - name: Set up uv
         uses: astral-sh/setup-uv@v7
         with:
diff --git a/.gitea/workflows/test-compose.yml b/.gitea/workflows/test-compose.yml
index d7758d1..f34dbe1 100644
--- a/.gitea/workflows/test-compose.yml
+++ b/.gitea/workflows/test-compose.yml
@@ -25,6 +25,13 @@ on:
       - .env.example
       - .gitea/workflows/test-compose.yml
 
+# A new push supersedes the run still queued for the commit before it. Without
+# this each commit leaves its own run in the queue and a runner that was offline
+# for a while works through a backlog of results nobody will read.
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
 env:
   # compose.ci.yml drops the fixed container_names and host ports so this job
   # can share a runner host with the Playwright shards.
@@ -59,6 +66,12 @@ jobs:
         run: docker compose exec -T backend curl -f http://frontend/
       - name: An authenticated route serves the SPA shell
         run: docker compose exec -T backend curl -f http://frontend/flows
+      - name: Container logs
+        # `up --wait` reports only that a container exited, never why. Without
+        # this the whole failure is one line and the reason dies with the stack
+        # the teardown below removes.
+        if: failure()
+        run: docker compose logs --no-color --tail 200
       - name: Tear down
         if: always()
         run: docker compose down -v --remove-orphans
diff --git a/backend/README.md b/backend/README.md
index ffac66b..d0a576f 100644
--- a/backend/README.md
+++ b/backend/README.md
@@ -73,7 +73,7 @@ consume it.
 - Getting started (data science): <https://docs.fluksio.com/getting-started/data-science/>
 - Home: <https://fluksio.com>
 
-Python 3.10 or newer, Linux or macOS.
+Python 3.12 or newer, Linux or macOS.
 
 ## License
 
diff --git a/backend/fluksio/api/routes/oauth.py b/backend/fluksio/api/routes/oauth.py
index e3128c2..07e2a4b 100644
--- a/backend/fluksio/api/routes/oauth.py
+++ b/backend/fluksio/api/routes/oauth.py
@@ -27,7 +27,7 @@ import secrets
 import time
 import uuid
 from collections import defaultdict, deque
-from datetime import datetime, timedelta, timezone
+from datetime import UTC, datetime, timedelta
 from typing import Any
 from urllib.parse import urlencode, urlparse
 
@@ -125,12 +125,12 @@ def _valid_redirect_uri(value: str) -> bool:
 
 
 def _now() -> datetime:
-    return datetime.now(timezone.utc)
+    return datetime.now(UTC)
 
 
 def _aware(value: datetime) -> datetime:
     """Postgres hands back naive datetimes; compare them in UTC."""
-    return value if value.tzinfo else value.replace(tzinfo=timezone.utc)
+    return value if value.tzinfo else value.replace(tzinfo=UTC)
 
 
 def _prune(session: SessionDep) -> None:
diff --git a/backend/fluksio/api/routes/observability.py b/backend/fluksio/api/routes/observability.py
index 59558e4..ea75662 100644
--- a/backend/fluksio/api/routes/observability.py
+++ b/backend/fluksio/api/routes/observability.py
@@ -7,7 +7,7 @@ which the generated SDK turns into a thrown error — and a health page that
 cannot render while the engine is degraded is the wrong way round.
 """
 
-from datetime import datetime, timedelta, timezone
+from datetime import UTC, datetime, timedelta
 from typing import Any, Literal
 
 from fastapi import APIRouter, Depends, Request
@@ -110,7 +110,7 @@ class DeadLetter(BaseModel):
 
 
 def _since(hours: int) -> datetime:
-    return datetime.now(timezone.utc) - timedelta(hours=hours)
+    return datetime.now(UTC) - timedelta(hours=hours)
 
 
 def _window_hours(hours: int) -> int:
@@ -124,7 +124,7 @@ def _window_hours(hours: int) -> int:
 
 def _aware(when: datetime) -> datetime:
     """A bound as the columns store it. A naive one is read as UTC."""
-    return when if when.tzinfo else when.replace(tzinfo=timezone.utc)
+    return when if when.tzinfo else when.replace(tzinfo=UTC)
 
 
 @router.get("/summary", response_model=HealthSummary)
diff --git a/backend/fluksio/api/routes/workers.py b/backend/fluksio/api/routes/workers.py
index 2c2520b..9ed85cb 100644
--- a/backend/fluksio/api/routes/workers.py
+++ b/backend/fluksio/api/routes/workers.py
@@ -124,7 +124,7 @@ async def attach(websocket: WebSocket, token: str = "") -> None:
     await websocket.accept()
     try:
         hello = await asyncio.wait_for(websocket.receive_json(), timeout=30)
-    except (TimeoutError, asyncio.TimeoutError, ValueError):
+    except (TimeoutError, ValueError):
         await websocket.close(code=1002)
         return
 
diff --git a/backend/fluksio/cloud/enroll.py b/backend/fluksio/cloud/enroll.py
index 41eb406..64faa8a 100644
--- a/backend/fluksio/cloud/enroll.py
+++ b/backend/fluksio/cloud/enroll.py
@@ -9,7 +9,7 @@ before the engine has started, holding nothing but the database.
 
 from __future__ import annotations
 
-from datetime import datetime, timezone
+from datetime import UTC, datetime
 from typing import Any
 
 import httpx
@@ -83,7 +83,7 @@ def enroll(
         # talking to. Nothing refreshes this.
         jwks=data["jwks"],
         local_user_id=str(user.id),
-        enrolled_at=datetime.now(timezone.utc).isoformat(),
+        enrolled_at=datetime.now(UTC).isoformat(),
         portal_account=user.email,
     )
     cloud_config.save(config)
diff --git a/backend/fluksio/core/config.py b/backend/fluksio/core/config.py
index 6f02c38..a0b3ace 100644
--- a/backend/fluksio/core/config.py
+++ b/backend/fluksio/core/config.py
@@ -2,7 +2,7 @@ import os
 import secrets
 import warnings
 from pathlib import Path
-from typing import Annotated, Any, Literal
+from typing import Annotated, Any, Literal, Self
 
 from pydantic import (
     AnyUrl,
@@ -13,7 +13,6 @@ from pydantic import (
     model_validator,
 )
 from pydantic_settings import BaseSettings, SettingsConfigDict
-from typing_extensions import Self
 
 #: Everything the engine keeps on disk, relative to :attr:`Settings.DATA_DIR`.
 #: One setting to move the lot; each still overridable on its own, which is
diff --git a/backend/fluksio/core/security.py b/backend/fluksio/core/security.py
index 2592ac7..f74057e 100644
--- a/backend/fluksio/core/security.py
+++ b/backend/fluksio/core/security.py
@@ -1,6 +1,6 @@
 import base64
 import uuid
-from datetime import datetime, timedelta, timezone
+from datetime import UTC, datetime, timedelta
 from functools import lru_cache
 from typing import Any
 
@@ -40,7 +40,7 @@ PANEL_AUDIENCE = "fluksio-panel"
 
 
 def create_access_token(subject: str | Any, expires_delta: timedelta) -> str:
-    expire = datetime.now(timezone.utc) + expires_delta
+    expire = datetime.now(UTC) + expires_delta
     to_encode = {"exp": expire, "sub": str(subject)}
     encoded_jwt = jwt.encode(to_encode, settings.SECRET_KEY, algorithm=ALGORITHM)
     return encoded_jwt
@@ -109,7 +109,7 @@ def create_oauth_access_token(
     from someone's browser is refused there, so agent traffic never arrives
     looking like a person's.
     """
-    now = datetime.now(timezone.utc)
+    now = datetime.now(UTC)
     payload = {
         "sub": str(user_id),
         "iss": settings.oauth_issuer,
@@ -140,7 +140,7 @@ def create_worker_token(name: str, expires_delta: timedelta) -> str:
     worker's token grants no API access, and an agent's opens no worker
     connection.
     """
-    now = datetime.now(timezone.utc)
+    now = datetime.now(UTC)
     payload = {
         "sub": name,
         "iss": settings.oauth_issuer,
@@ -193,7 +193,7 @@ def create_panel_token(
     Long-lived on purpose: a wall tablet is set up once and left running, and
     it has no keyboard to log in again with.
     """
-    now = datetime.now(timezone.utc)
+    now = datetime.now(UTC)
     payload = {
         "sub": str(user_id),
         "aud": PANEL_AUDIENCE,
diff --git a/backend/fluksio/core/types.py b/backend/fluksio/core/types.py
index 8f30488..0592d1a 100644
--- a/backend/fluksio/core/types.py
+++ b/backend/fluksio/core/types.py
@@ -6,7 +6,7 @@ models cannot import from there.
 
 from __future__ import annotations
 
-from datetime import datetime, timezone
+from datetime import UTC, datetime
 from typing import Any
 
 from sqlalchemy import DateTime, TypeDecorator
@@ -31,8 +31,8 @@ class UTCDateTime(TypeDecorator[datetime]):
         if value is None:
             return None
         if value.tzinfo is None:
-            return value.replace(tzinfo=timezone.utc)
-        return value.astimezone(timezone.utc)
+            return value.replace(tzinfo=UTC)
+        return value.astimezone(UTC)
 
     def process_result_value(
         self, value: datetime | None, dialect: Any
@@ -40,5 +40,5 @@ class UTCDateTime(TypeDecorator[datetime]):
         if value is None:
             return None
         if value.tzinfo is None:
-            return value.replace(tzinfo=timezone.utc)
-        return value.astimezone(timezone.utc)
+            return value.replace(tzinfo=UTC)
+        return value.astimezone(UTC)
diff --git a/backend/fluksio/flow/controller.py b/backend/fluksio/flow/controller.py
index 11a5630..13b9e53 100644
--- a/backend/fluksio/flow/controller.py
+++ b/backend/fluksio/flow/controller.py
@@ -488,7 +488,7 @@ class FlowController:
             return
         try:
             await asyncio.wait_for(self._lock.acquire(), wait)
-        except asyncio.TimeoutError:
+        except TimeoutError:
             raise RebuildBusy(
                 f"A pipeline rebuild is still running after {wait:.0f}s"
             ) from None
@@ -736,7 +736,7 @@ class FlowController:
                 continue
             try:
                 await asyncio.wait_for(node.stop(self.app), NODE_STOP_TIMEOUT)
-            except asyncio.TimeoutError:
+            except TimeoutError:
                 # Abandoned rather than waited on: the next node still gets to
                 # close, and the rebuild still happens.
                 logger.warning(
diff --git a/backend/fluksio/flow/metrics.py b/backend/fluksio/flow/metrics.py
index 0c63e3f..d2297a3 100644
--- a/backend/fluksio/flow/metrics.py
+++ b/backend/fluksio/flow/metrics.py
@@ -15,7 +15,7 @@ from __future__ import annotations
 import asyncio
 import logging
 import time
-from datetime import datetime, timedelta, timezone
+from datetime import UTC, datetime, timedelta
 from typing import Any
 
 from sqlalchemy import delete, func, update
@@ -68,7 +68,7 @@ RECORDED = {
 
 
 def _minute(ts: float) -> datetime:
-    return datetime.fromtimestamp(ts, timezone.utc).replace(second=0, microsecond=0)
+    return datetime.fromtimestamp(ts, UTC).replace(second=0, microsecond=0)
 
 
 def _detail(event: dict[str, Any]) -> str:
@@ -106,7 +106,7 @@ class MetricsCollector:
                 timeout = max(0.05, self._flush_s - (time.monotonic() - last))
                 try:
                     event = await asyncio.wait_for(queue.get(), timeout)
-                except asyncio.TimeoutError:
+                except TimeoutError:
                     pass
                 else:
                     try:
@@ -184,7 +184,7 @@ class MetricsCollector:
             error = str(event.get("error") or "")
             self._pending.append(
                 EngineEvent(
-                    ts=datetime.fromtimestamp(ts, timezone.utc),
+                    ts=datetime.fromtimestamp(ts, UTC),
                     type="node_error",
                     flow=str(event.get("flow") or ""),
                     node=str(event.get("node") or ""),
@@ -201,7 +201,7 @@ class MetricsCollector:
 
         if kind == "cascade_finished":
             if run is not None:
-                run["finished_at"] = datetime.fromtimestamp(ts, timezone.utc)
+                run["finished_at"] = datetime.fromtimestamp(ts, UTC)
                 run["duration_ms"] = round((ts - run["started_ts"]) * 1000, 2)
                 run["status"] = "error" if run["errors"] else "ok"
             return
@@ -210,7 +210,7 @@ class MetricsCollector:
             if event.get("health") == "down":
                 self._pending.append(
                     EngineEvent(
-                        ts=datetime.fromtimestamp(ts, timezone.utc),
+                        ts=datetime.fromtimestamp(ts, UTC),
                         type="node_health",
                         flow=str(event.get("flow") or ""),
                         node=str(event.get("node") or ""),
@@ -222,7 +222,7 @@ class MetricsCollector:
         if kind == "audit":
             self._pending.append(
                 EngineEvent(
-                    ts=datetime.fromtimestamp(ts, timezone.utc),
+                    ts=datetime.fromtimestamp(ts, UTC),
                     type="audit",
                     flow=str(event.get("flow") or ""),
                     detail=str(event.get("action") or ""),
@@ -234,7 +234,7 @@ class MetricsCollector:
         if kind in RECORDED:
             self._pending.append(
                 EngineEvent(
-                    ts=datetime.fromtimestamp(ts, timezone.utc),
+                    ts=datetime.fromtimestamp(ts, UTC),
                     type=kind,
                     flow=str(event.get("flow") or ""),
                     node=str(event.get("node") or event.get("task") or ""),
@@ -258,7 +258,7 @@ class MetricsCollector:
             "flow": str(event.get("flow") or "")[:NAME_MAX],
             "source": str(event.get("cause") or ""),
             "started_ts": ts,
-            "started_at": datetime.fromtimestamp(ts, timezone.utc),
+            "started_at": datetime.fromtimestamp(ts, UTC),
             "finished_at": None,
             "status": "running",
             "nodes": 0,
@@ -382,7 +382,7 @@ class MetricsCollector:
             session.commit()
 
     def _prune(self, session: Session) -> None:
-        now = datetime.now(timezone.utc)
+        now = datetime.now(UTC)
         cutoff = now - timedelta(days=settings.OBS_RETENTION_DAYS)
         session.execute(delete(MetricBucket).where(col(MetricBucket.bucket) < cutoff))
         session.execute(delete(EngineEvent).where(col(EngineEvent.ts) < cutoff))
diff --git a/backend/fluksio/flow/nodes/base.py b/backend/fluksio/flow/nodes/base.py
index 5601815..6a8b024 100644
--- a/backend/fluksio/flow/nodes/base.py
+++ b/backend/fluksio/flow/nodes/base.py
@@ -10,7 +10,7 @@ import asyncio
 import inspect
 import logging
 from collections.abc import Callable, Coroutine, Iterable, Iterator
-from typing import TYPE_CHECKING, Any, TypeAlias
+from typing import TYPE_CHECKING, Any
 
 from fluksio.flow import logs
 from fluksio.flow.messages import MessageSpec, qualify
@@ -26,7 +26,7 @@ logger = logging.getLogger(__name__)
 
 # What a node hands back: the pipeline's state once it is bound, since a
 # trigger runs the graph, and its own outputs when it is not.
-NodeResult: TypeAlias = "StateBackend | dict[str, Any] | None"
+type NodeResult = StateBackend | dict[str, Any] | None
 
 
 class NodeOutputError(TypeError):
diff --git a/backend/fluksio/flow/nodes/delay.py b/backend/fluksio/flow/nodes/delay.py
index a67dd27..ac3698a 100644
--- a/backend/fluksio/flow/nodes/delay.py
+++ b/backend/fluksio/flow/nodes/delay.py
@@ -265,7 +265,7 @@ class DelayNode(Node):
                     await asyncio.wait_for(stop.wait(), timeout=wait_seconds)
                     # If we get here, stop was requested
                     break
-                except asyncio.TimeoutError:
+                except TimeoutError:
                     # Timeout means it's time to fire
                     pass
 
diff --git a/backend/fluksio/flow/nodes/inject.py b/backend/fluksio/flow/nodes/inject.py
index d4c2a85..28b7c50 100644
--- a/backend/fluksio/flow/nodes/inject.py
+++ b/backend/fluksio/flow/nodes/inject.py
@@ -159,7 +159,7 @@ class InjectNode(Node):
         """Wait, but wake immediately if the node is being stopped."""
         try:
             await asyncio.wait_for(stop.wait(), timeout=seconds)
-        except asyncio.TimeoutError:
+        except TimeoutError:
             pass
 
     async def _fire(self) -> None:
diff --git a/backend/fluksio/flow/runs.py b/backend/fluksio/flow/runs.py
index 70bd1cb..7fdeeac 100644
--- a/backend/fluksio/flow/runs.py
+++ b/backend/fluksio/flow/runs.py
@@ -35,7 +35,7 @@ import time
 import uuid
 from collections.abc import Callable
 from concurrent.futures import ThreadPoolExecutor
-from datetime import datetime, timedelta, timezone
+from datetime import UTC, datetime, timedelta
 from typing import Any
 
 from sqlalchemy import update
@@ -380,7 +380,7 @@ class RunService:
             cause=cause,
             status="queued",
             labels=required_labels(flow),
-            created_at=datetime.now(timezone.utc),
+            created_at=datetime.now(UTC),
             actor=actor,
         )
         with Session(db_engine) as session:
@@ -428,7 +428,7 @@ class RunService:
                 .where(col(Run.id) == run_id, col(Run.status) == "queued")
                 .values(
                     status="cancelled",
-                    finished_at=datetime.now(timezone.utc),
+                    finished_at=datetime.now(UTC),
                     status_reason="Cancelled before it started",
                 )
             )
@@ -516,7 +516,7 @@ class RunService:
                 break
             with self._lock:
                 mine = list(self._active)
-            now = datetime.now(timezone.utc)
+            now = datetime.now(UTC)
             try:
                 if mine:
                     with Session(db_engine) as session:
@@ -561,7 +561,7 @@ class RunService:
         The compare-and-swap is what makes a redelivered item harmless — the
         second engine to arrive updates nothing and walks away.
         """
-        now = datetime.now(timezone.utc)
+        now = datetime.now(UTC)
         with Session(db_engine) as session:
             result = session.exec(
                 update(Run)
@@ -648,7 +648,7 @@ class RunService:
             run_id=run_id,
             node=outcome.node[:255],
             status="ok" if outcome.ok else "error",
-            started_at=datetime.now(timezone.utc),
+            started_at=datetime.now(UTC),
             duration_ms=outcome.duration_ms,
             error=outcome.error[:ERROR_CAP],
             logs=outcome.logs[:LOG_CAP],
@@ -693,7 +693,7 @@ class RunService:
                         status_reason=reason,
                         result=result,
                         duration_ms=duration_ms,
-                        finished_at=datetime.now(timezone.utc),
+                        finished_at=datetime.now(UTC),
                     )
                 )
                 session.commit()
diff --git a/backend/fluksio/models.py b/backend/fluksio/models.py
index e9aa32b..1618092 100644
--- a/backend/fluksio/models.py
+++ b/backend/fluksio/models.py
@@ -1,5 +1,5 @@
 import uuid
-from datetime import datetime, timezone
+from datetime import UTC, datetime
 from typing import Any
 
 from pydantic import EmailStr
@@ -10,7 +10,7 @@ from fluksio.core.types import UTCDateTime
 
 
 def get_datetime_utc() -> datetime:
-    return datetime.now(timezone.utc)
+    return datetime.now(UTC)
 
 
 # Shared properties
@@ -120,7 +120,7 @@ class OAuthClient(SQLModel, table=True):
     client_name: str = Field(max_length=128)
     redirect_uris: list[str] = Field(sa_column=Column(JSON), default_factory=list)
     created_at: datetime = Field(
-        default_factory=lambda: datetime.now(timezone.utc),
+        default_factory=lambda: datetime.now(UTC),
         nullable=False,
         sa_type=UTCDateTime,
     )
@@ -147,7 +147,7 @@ class OAuthAuthorizationCode(SQLModel, table=True):
     #: The refresh token this code produced, so replaying the code can revoke it.
     refresh_token_id: uuid.UUID | None = None
     created_at: datetime = Field(
-        default_factory=lambda: datetime.now(timezone.utc),
+        default_factory=lambda: datetime.now(UTC),
         nullable=False,
         sa_type=UTCDateTime,
     )
@@ -172,7 +172,7 @@ class OAuthRefreshToken(SQLModel, table=True):
     expires_at: datetime = Field(sa_type=UTCDateTime)
     revoked: bool = False
     created_at: datetime = Field(
-        default_factory=lambda: datetime.now(timezone.utc),
+        default_factory=lambda: datetime.now(UTC),
         nullable=False,
         sa_type=UTCDateTime,
     )
@@ -429,6 +429,6 @@ class RunArtifact(SQLModel, table=True):
     size: int = 0
     media_type: str = Field(default="application/octet-stream", max_length=128)
     created_at: datetime = Field(
-        default_factory=lambda: datetime.now(timezone.utc),
+        default_factory=lambda: datetime.now(UTC),
         sa_type=UTCDateTime,
     )
diff --git a/backend/fluksio/utils.py b/backend/fluksio/utils.py
index 80a79c0..d49532b 100644
--- a/backend/fluksio/utils.py
+++ b/backend/fluksio/utils.py
@@ -1,6 +1,6 @@
 import logging
 from dataclasses import dataclass
-from datetime import datetime, timedelta, timezone
+from datetime import UTC, datetime, timedelta
 from pathlib import Path
 from typing import Any
 
@@ -102,7 +102,7 @@ def generate_new_account_email(
 
 def generate_password_reset_token(email: str) -> str:
     delta = timedelta(hours=settings.EMAIL_RESET_TOKEN_EXPIRE_HOURS)
-    now = datetime.now(timezone.utc)
+    now = datetime.now(UTC)
     expires = now + delta
     exp = expires.timestamp()
     encoded_jwt = jwt.encode(
diff --git a/backend/pyproject.toml b/backend/pyproject.toml
index 8b9d480..c6a10f3 100644
--- a/backend/pyproject.toml
+++ b/backend/pyproject.toml
@@ -5,7 +5,7 @@ description = "Node-based automation engine: flows, dashboards, batch runs"
 readme = "README.md"
 license = "AGPL-3.0-or-later"
 license-files = ["LICENSE"]
-requires-python = ">=3.10"
+requires-python = ">=3.12"
 authors = [{ name = "Fluksio", email = "stroblme@posteo.de" }]
 keywords = ["automation", "workflow", "dataflow", "experiment-tracking", "mlops"]
 classifiers = [
@@ -15,8 +15,6 @@ classifiers = [
     "Operating System :: MacOS",
     "Operating System :: POSIX :: Linux",
     "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.10",
-    "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
     "Topic :: Home Automation",
@@ -100,7 +98,7 @@ implicit_reexport = true
 
 
 [tool.ruff]
-target-version = "py310"
+target-version = "py312"
 exclude = ["alembic"]
 
 [tool.ruff.lint]
diff --git a/backend/tests/api/routes/test_observability.py b/backend/tests/api/routes/test_observability.py
index fc48e23..9c966d1 100644
--- a/backend/tests/api/routes/test_observability.py
+++ b/backend/tests/api/routes/test_observability.py
@@ -1,4 +1,4 @@
-from datetime import datetime, timedelta, timezone
+from datetime import UTC, datetime, timedelta
 
 from fastapi.testclient import TestClient
 from sqlmodel import Session
@@ -11,7 +11,7 @@ FLOW = "observability-test"
 
 
 def _seed(db: Session) -> None:
-    now = datetime.now(timezone.utc).replace(second=0, microsecond=0)
+    now = datetime.now(UTC).replace(second=0, microsecond=0)
     db.add(
         MetricBucket(
             flow=FLOW,
@@ -170,8 +170,8 @@ def test_the_timeseries_folds_into_the_requested_bucket(
     flow = "bucket-fold-test"
     # The start of the current quarter hour, half an hour back so both slices
     # sit inside a one hour window.
-    now = datetime.now(timezone.utc).timestamp()
-    first = datetime.fromtimestamp(now // 900 * 900 - 1800, timezone.utc)
+    now = datetime.now(UTC).timestamp()
+    first = datetime.fromtimestamp(now // 900 * 900 - 1800, UTC)
     for offset, executions in ((0, 1), (2, 2), (5, 4), (15, 8)):
         db.add(
             MetricBucket(
@@ -210,9 +210,7 @@ def test_the_runs_page_carries_its_total(
     client: TestClient, superuser_token_headers: dict[str, str], db: Session
 ) -> None:
     """A full page says how much it left behind."""
-    minute = datetime.now(timezone.utc).replace(second=0, microsecond=0) - timedelta(
-        hours=5
-    )
+    minute = datetime.now(UTC).replace(second=0, microsecond=0) - timedelta(hours=5)
     for index in range(3):
         db.add(
             FlowRun(
@@ -242,9 +240,7 @@ def test_runs_narrow_to_one_minute(
     client: TestClient, superuser_token_headers: dict[str, str], db: Session
 ) -> None:
     """A minute picked off a chart reaches past what the recent list holds."""
-    minute = datetime.now(timezone.utc).replace(second=0, microsecond=0) - timedelta(
-        hours=3
-    )
+    minute = datetime.now(UTC).replace(second=0, microsecond=0) - timedelta(hours=3)
     db.add(FlowRun(id="minute-in", flow=FLOW, started_at=minute, status="ok"))
     db.add(
         FlowRun(
@@ -274,9 +270,7 @@ def test_events_narrow_to_one_minute(
     client: TestClient, superuser_token_headers: dict[str, str], db: Session
 ) -> None:
     """The failures list reaches as far back as the charts beside it."""
-    minute = datetime.now(timezone.utc).replace(second=0, microsecond=0) - timedelta(
-        hours=4
-    )
+    minute = datetime.now(UTC).replace(second=0, microsecond=0) - timedelta(hours=4)
     db.add(EngineEvent(ts=minute, type="node_error", flow=FLOW, detail="minute-in"))
     db.add(
         EngineEvent(
diff --git a/backend/tests/test_db.py b/backend/tests/test_db.py
index 183207f..fc3aad6 100644
--- a/backend/tests/test_db.py
+++ b/backend/tests/test_db.py
@@ -1,6 +1,6 @@
 """What the database has to keep true whatever dialect is under it."""
 
-from datetime import datetime, timedelta, timezone
+from datetime import UTC, datetime, timedelta, timezone
 
 from sqlmodel import Session, select
 
@@ -30,4 +30,4 @@ def test_a_stored_instant_comes_back_aware_and_in_utc() -> None:
         assert stored.ts.utcoffset() == timedelta(0)
         assert stored.ts == stamp
         # And it still compares against an aware "now" rather than raising.
-        assert stored.ts < datetime.now(timezone.utc)
+        assert stored.ts < datetime.now(UTC)
diff --git a/backend/tests/test_metrics.py b/backend/tests/test_metrics.py
index 3c2e90f..0b78a3a 100644
--- a/backend/tests/test_metrics.py
+++ b/backend/tests/test_metrics.py
@@ -6,7 +6,7 @@ the database, and writing to it is this module's whole job.
 
 import asyncio
 import time
-from datetime import datetime, timezone
+from datetime import UTC, datetime
 
 from sqlmodel import Session, select
 
@@ -71,7 +71,7 @@ def test_events_become_rollups_failures_runs_and_audit(db: Session) -> None:
     collector = MetricsCollector(EventBus())
     # The current minute, pinned: the second flush has to land in the same
     # bucket, and anything past the retention window is pruned on write.
-    ts = datetime.now(timezone.utc).replace(second=0, microsecond=0).timestamp()
+    ts = datetime.now(UTC).replace(second=0, microsecond=0).timestamp()
     _events(collector, ts, "1-0")
     collector.handle(
         {
@@ -130,7 +130,7 @@ def test_a_flush_the_database_refused_is_written_by_the_next_one(
     db: Session, monkeypatch
 ) -> None:
     collector = MetricsCollector(EventBus())
-    ts = datetime.now(timezone.utc).replace(second=0, microsecond=0).timestamp()
+    ts = datetime.now(UTC).replace(second=0, microsecond=0).timestamp()
     collector.handle(
         {
             "type": "audit",
@@ -157,7 +157,7 @@ def test_a_flush_the_database_refused_is_written_by_the_next_one(
 
 def test_a_node_id_wider_than_the_column_still_records(db: Session) -> None:
     collector = MetricsCollector(EventBus())
-    ts = datetime.now(timezone.utc).replace(second=0, microsecond=0).timestamp()
+    ts = datetime.now(UTC).replace(second=0, microsecond=0).timestamp()
     long_node = f"{FLOW}.{'w' * 400}"
     collector.handle(
         {
diff --git a/docs/code/cli.md b/docs/code/cli.md
index f63b848..b0cf97c 100644
--- a/docs/code/cli.md
+++ b/docs/code/cli.md
@@ -4,7 +4,7 @@
 pip install fluksio
 ```
 
-Installs the engine and the `fluksio` command. Python 3.10 or newer, Linux or
+Installs the engine and the `fluksio` command. Python 3.12 or newer, Linux or
 macOS.
 
 There is a second, smaller distribution — `fluksio-worker` — for a machine that
diff --git a/frontend/README.md b/frontend/README.md
index 5c695fc..a50a8c4 100644
--- a/frontend/README.md
+++ b/frontend/README.md
@@ -1 +1 @@
-# Fluksio Frontend
\ No newline at end of file
+# Fluksio Frontend
diff --git a/frontend/src/client/schemas.gen.ts b/frontend/src/client/schemas.gen.ts
index 437c21a..887c68c 100644
--- a/frontend/src/client/schemas.gen.ts
+++ b/frontend/src/client/schemas.gen.ts
@@ -3160,6 +3160,13 @@ export const ValidationErrorSchema = {
         type: {
             type: 'string',
             title: 'Error Type'
+        },
+        input: {
+            title: 'Input'
+        },
+        ctx: {
+            type: 'object',
+            title: 'Context'
         }
     },
     type: 'object',
diff --git a/frontend/src/client/types.gen.ts b/frontend/src/client/types.gen.ts
index afd7b43..218fbd6 100644
--- a/frontend/src/client/types.gen.ts
+++ b/frontend/src/client/types.gen.ts
@@ -1063,6 +1063,10 @@ export type ValidationError = {
     loc: Array<(string | number)>;
     msg: string;
     type: string;
+    input?: unknown;
+    ctx?: {
+        [key: string]: unknown;
+    };
 };
 
 /**
diff --git a/frontend/src/components/Dashboard/ForecastWidget.tsx b/frontend/src/components/Dashboard/ForecastWidget.tsx
index 239e850..b1075f7 100644
--- a/frontend/src/components/Dashboard/ForecastWidget.tsx
+++ b/frontend/src/components/Dashboard/ForecastWidget.tsx
@@ -54,7 +54,12 @@ export function ForecastWidget({ widget }: WidgetProps) {
             // ramp out of an arbitrary Tailwind class.
             style={{ opacity: Math.max(0.45, 1 - index * 0.14) }}
           >
-            <span className="w-full truncate text-center text-[0.85em] text-muted-foreground">
+            <span
+              className="w-full truncate text-center text-muted-foreground"
+              // Relative to the widget's own size, like the ramp above, so an
+              // inline value rather than an arbitrary Tailwind class.
+              style={{ fontSize: "0.85em" }}
+            >
               {item.label ?? ""}
             </span>
             {Glyph ? (
diff --git a/frontend/src/components/Dashboard/widgets.tsx b/frontend/src/components/Dashboard/widgets.tsx
index b0dc466..f3f450f 100644
--- a/frontend/src/components/Dashboard/widgets.tsx
+++ b/frontend/src/components/Dashboard/widgets.tsx
@@ -254,11 +254,14 @@ function MarkdownWidget({ widget }: WidgetProps) {
             // Plain text: position is the only identity a line has.
             key={`line-${index}`}
             className={cn(
-              heading?.[1] === "#" && "text-[1.35em] font-medium",
+              heading?.[1] === "#" && "font-medium",
               heading?.[1] === "##" && "font-medium",
               heading?.[1] === "###" && "text-muted-foreground",
               bullet && "pl-4",
             )}
+            // Relative to the widget's own size, so an inline value rather
+            // than an arbitrary Tailwind class.
+            style={heading?.[1] === "#" ? { fontSize: "1.35em" } : undefined}
           >
             {bullet ? "• " : ""}
             {body}
diff --git a/uv.lock b/uv.lock
index 2698cad..3bbb426 100644
--- a/uv.lock
+++ b/uv.lock
@@ -1,13 +1,13 @@
 version = 1
 revision = 3
-requires-python = ">=3.10"
+requires-python = ">=3.12"
 resolution-markers = [
     "python_full_version >= '3.14' and sys_platform == 'win32'",
     "python_full_version >= '3.14' and sys_platform != 'win32'",
-    "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform == 'win32'",
-    "python_full_version < '3.11' and sys_platform == 'win32'",
-    "python_full_version >= '3.11' and python_full_version < '3.14' and sys_platform != 'win32'",
-    "python_full_version < '3.11' and sys_platform != 'win32'",
+    "python_full_version == '3.13.*' and sys_platform == 'win32'",
+    "python_full_version < '3.13' and sys_platform == 'win32'",
+    "python_full_version == '3.13.*' and sys_platform != 'win32'",
+    "python_full_version < '3.13' and sys_platform != 'win32'",
 ]
 
 [manifest]
@@ -25,22 +25,6 @@ dependencies = [
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/e7/4c/07c7baeb5bf3e9c4f64d4d31430d41fc00c301fa0f43644f64b09127b7f7/aiocsv-1.4.0.tar.gz", hash = "sha256:f3877e5ef493616a1e0c1365744bbff89184b6f84e9a70859fe319d92060079a", size = 25872, upload-time = "2025-09-22T12:04:26.024Z" }
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@@ -91,7 +75,6 @@ source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
     { name = "aiosignal" },
-    { name = "async-timeout", marker = "python_full_version < '3.11'" },
     { name = "attrs" },
     { name = "frozenlist" },
     { name = "multidict" },
@@ -100,40 +83,6 @@ dependencies = [
 ]
 sdist = { url = "https://files.pythonhosted.org/packages/50/42/32cf8e7704ceb4481406eb87161349abb46a57fee3f008ba9cb610968646/aiohttp-3.13.3.tar.gz", hash = "sha256:a949eee43d3782f2daae4f4a2819b2cb9b0c5d3b7f7a927067cc84dafdbb9f88", size = 7844556, upload-time = "2026-01-03T17:33:05.204Z" }
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diff --git a/worker/pyproject.toml b/worker/pyproject.toml
index b918377..4ef3900 100644
--- a/worker/pyproject.toml
+++ b/worker/pyproject.toml
@@ -5,7 +5,7 @@ description = "Runs Fluksio nodes on a machine the engine cannot reach"
 readme = "README.md"
 license = "AGPL-3.0-or-later"
 license-files = ["LICENSE"]
-requires-python = ">=3.10"
+requires-python = ">=3.12"
 authors = [{ name = "Fluksio", email = "stroblme@posteo.de" }]
 keywords = ["automation", "workflow", "distributed", "worker", "gpu"]
 classifiers = [
@@ -15,8 +15,6 @@ classifiers = [
     "Operating System :: MacOS",
     "Operating System :: POSIX :: Linux",
     "Programming Language :: Python :: 3",
-    "Programming Language :: Python :: 3.10",
-    "Programming Language :: Python :: 3.11",
     "Programming Language :: Python :: 3.12",
     "Programming Language :: Python :: 3.13",
     "Topic :: Home Automation",