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diff --git a/users/Profpatsch/whatcd-resolver/src/AppT.hs b/users/Profpatsch/whatcd-resolver/src/AppT.hs
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+{-# LANGUAGE DeriveAnyClass #-}
+
+module AppT where
+
+import Control.Monad.Logger qualified as Logger
+import Control.Monad.Logger.CallStack
+import Control.Monad.Reader
+import Data.Error.Tree
+import Data.HashMap.Strict qualified as HashMap
+import Data.Pool (Pool)
+import Data.Text qualified as Text
+import Database.PostgreSQL.Simple qualified as Postgres
+import GHC.Stack qualified
+import Label
+import OpenTelemetry.Trace qualified as Otel hiding (getTracer, inSpan, inSpan')
+import OpenTelemetry.Trace.Core qualified as Otel hiding (inSpan, inSpan')
+import OpenTelemetry.Trace.Monad qualified as Otel
+import PossehlAnalyticsPrelude
+import Postgres.MonadPostgres
+import System.IO qualified as IO
+import Tool (Tool)
+import UnliftIO
+import Prelude hiding (span)
+
+data Context = Context
+  { config :: Label "logDatabaseQueries" DebugLogDatabaseQueries,
+    tracer :: Otel.Tracer,
+    pgFormat :: Tool,
+    pgConnPool :: Pool Postgres.Connection,
+    transmissionSessionId :: MVar ByteString
+  }
+
+newtype AppT m a = AppT {unAppT :: ReaderT Context m a}
+  deriving newtype (Functor, Applicative, Monad, MonadIO, MonadUnliftIO, MonadThrow)
+
+data AppException = AppException Text
+  deriving stock (Show)
+  deriving anyclass (Exception)
+
+-- *  Logging & Opentelemetry
+
+instance (MonadIO m) => MonadLogger (AppT m) where
+  monadLoggerLog loc src lvl msg = liftIO $ Logger.defaultOutput IO.stderr loc src lvl (Logger.toLogStr msg)
+
+instance (Monad m) => Otel.MonadTracer (AppT m) where
+  getTracer = AppT $ asks (.tracer)
+
+inSpan :: (MonadUnliftIO m, Otel.MonadTracer m) => Text -> m a -> m a
+inSpan name = Otel.inSpan name Otel.defaultSpanArguments
+
+inSpan' :: (MonadUnliftIO m, Otel.MonadTracer m) => Text -> (Otel.Span -> m a) -> m a
+inSpan' name = Otel.inSpan' name Otel.defaultSpanArguments
+
+appThrowTree :: (MonadThrow m, MonadIO m) => Otel.Span -> ErrorTree -> m a
+appThrowTree span exc = do
+  let msg = prettyErrorTree exc
+  recordException
+    span
+    ( T2
+        (label @"type_" "AppException")
+        (label @"message" msg)
+    )
+  throwM $ AppException msg
+
+orAppThrowTree :: (MonadThrow m, MonadIO m) => Otel.Span -> Either ErrorTree a -> m a
+orAppThrowTree span = \case
+  Left err -> appThrowTree span err
+  Right a -> pure a
+
+assertM :: (MonadThrow f, MonadIO f) => Otel.Span -> (t -> Either ErrorTree a) -> t -> f a
+assertM span f v = case f v of
+  Right a -> pure a
+  Left err -> appThrowTree span err
+
+-- | A specialized variant of @addEvent@ that records attributes conforming to
+-- the OpenTelemetry specification's
+-- <https://github.com/open-telemetry/opentelemetry-specification/blob/49c2f56f3c0468ceb2b69518bcadadd96e0a5a8b/specification/trace/semantic_conventions/exceptions.md semantic conventions>
+--
+-- @since 0.0.1.0
+recordException ::
+  ( MonadIO m,
+    HasField "message" r Text,
+    HasField "type_" r Text
+  ) =>
+  Otel.Span ->
+  r ->
+  m ()
+recordException span dat = liftIO $ do
+  callStack <- GHC.Stack.whoCreated dat.message
+  newEventTimestamp <- Just <$> Otel.getTimestamp
+  Otel.addEvent span $
+    Otel.NewEvent
+      { newEventName = "exception",
+        newEventAttributes =
+          HashMap.fromList
+            [ ("exception.type", Otel.toAttribute @Text dat.type_),
+              ("exception.message", Otel.toAttribute @Text dat.message),
+              ("exception.stacktrace", Otel.toAttribute @Text $ Text.unlines $ map stringToText callStack)
+            ],
+        ..
+      }
+
+-- * Postgres
+
+instance (MonadThrow m, MonadUnliftIO m) => MonadPostgres (AppT m) where
+  execute = executeImpl (AppT ask) (AppT $ asks (.config.logDatabaseQueries))
+  execute_ = executeImpl_ (AppT ask) (AppT $ asks (.config.logDatabaseQueries))
+  executeMany = executeManyImpl (AppT ask) (AppT $ asks (.config.logDatabaseQueries))
+  executeManyReturningWith = executeManyReturningWithImpl (AppT ask) (AppT $ asks (.config.logDatabaseQueries))
+  queryWith = queryWithImpl (AppT ask) (AppT $ asks (.config.logDatabaseQueries))
+  queryWith_ = queryWithImpl_ (AppT ask)
+  foldRows = foldRowsImpl (AppT ask)
+  runTransaction = runPGTransaction
+
+runPGTransaction :: (MonadUnliftIO m) => Transaction (AppT m) a -> AppT m a
+runPGTransaction (Transaction transaction) = do
+  pool <- AppT ask <&> (.pgConnPool)
+  withRunInIO $ \unliftIO ->
+    withPGTransaction pool $ \conn -> do
+      unliftIO $ runReaderT transaction conn