diff --git a/app/main.py b/app/main.py
index 63a016c..dab1176 100644
--- a/app/main.py
+++ b/app/main.py
@@ -20,6 +20,7 @@ from app.services.auth import AuthBearer
 logger = AppStructLogger().get_logger()
 templates = Jinja2Templates(directory=Path(__file__).parent.parent / "templates")
 
+
 @asynccontextmanager
 async def lifespan(app: FastAPI):
     app.redis = await get_redis()
@@ -30,12 +31,15 @@ async def lifespan(app: FastAPI):
             min_size=5,
             max_size=20,
         )
-        await logger.ainfo("Postgres pool created", idle_size=app.postgres_pool.get_idle_size())
+        await logger.ainfo(
+            "Postgres pool created", idle_size=app.postgres_pool.get_idle_size()
+        )
         yield
     finally:
         await app.redis.close()
         await app.postgres_pool.close()
 
+
 def create_app() -> FastAPI:
     app = FastAPI(
         title="Stuff And Nonsense API",
@@ -47,7 +51,9 @@ def create_app() -> FastAPI:
     app.include_router(shakespeare_router)
     app.include_router(user_router)
     app.include_router(ml_router, prefix="/v1/ml", tags=["ML"])
-    app.include_router(health_router, prefix="/v1/public/health", tags=["Health, Public"])
+    app.include_router(
+        health_router, prefix="/v1/public/health", tags=["Health, Public"]
+    )
     app.include_router(
         health_router,
         prefix="/v1/health",
@@ -61,6 +67,7 @@ def create_app() -> FastAPI:
 
     return app
 
+
 app = create_app()
 
 # --- Unused/experimental code and TODOs ---
diff --git a/app/schemas/stuff.py b/app/schemas/stuff.py
index 994d266..18b3700 100644
--- a/app/schemas/stuff.py
+++ b/app/schemas/stuff.py
@@ -9,6 +9,7 @@ config = ConfigDict(from_attributes=True)
 class RandomStuff(BaseModel):
     chaos: dict[str, Any] = Field(..., description="JSON data for chaos field")
 
+
 class StuffSchema(BaseModel):
     name: str = Field(
         title="",
diff --git a/app/utils/logging.py b/app/utils/logging.py
index 293efbe..1aece2b 100644
--- a/app/utils/logging.py
+++ b/app/utils/logging.py
@@ -30,7 +30,7 @@ class RotatingBytesLogger:
             lineno=0,
             msg=message.rstrip("\n"),
             args=(),
-            exc_info=None
+            exc_info=None,
         )
 
         # Check if rotation is needed before emitting
@@ -78,7 +78,7 @@ class AppStructLogger(metaclass=SingletonMetaNoArgs):
             filename=_log_path,
             maxBytes=10 * 1024 * 1024,  # 10MB
             backupCount=5,
-            encoding="utf-8"
+            encoding="utf-8",
         )
         structlog.configure(
             cache_logger_on_first_use=True,
@@ -90,7 +90,7 @@ class AppStructLogger(metaclass=SingletonMetaNoArgs):
                 structlog.processors.TimeStamper(fmt="iso", utc=True),
                 structlog.processors.JSONRenderer(serializer=orjson.dumps),
             ],
-            logger_factory=RotatingBytesLoggerFactory(_handler)
+            logger_factory=RotatingBytesLoggerFactory(_handler),
         )
         self._logger = structlog.get_logger()