diff --git a/src/backend/langflow/api/v1/chat.py b/src/backend/langflow/api/v1/chat.py
index cdffcdf4f..b394afc99 100644
--- a/src/backend/langflow/api/v1/chat.py
+++ b/src/backend/langflow/api/v1/chat.py
@@ -139,6 +139,7 @@ async def stream_build(flow_id: str):
             # We need to reset the chat history
             chat_manager.chat_history.empty_history(flow_id)
         except Exception as exc:
+            logger.exception(exc)
             logger.error("Error while building the flow: %s", exc)
             yield str(StreamData(event="error", data={"error": str(exc)}))
         finally:
diff --git a/src/backend/langflow/graph/edge/base.py b/src/backend/langflow/graph/edge/base.py
index 08f084a5c..341c3c78f 100644
--- a/src/backend/langflow/graph/edge/base.py
+++ b/src/backend/langflow/graph/edge/base.py
@@ -6,9 +6,15 @@ if TYPE_CHECKING:
 
 
 class Edge:
-    def __init__(self, source: "Vertex", target: "Vertex"):
+    def __init__(self, source: "Vertex", target: "Vertex", edge: dict):
         self.source: "Vertex" = source
         self.target: "Vertex" = target
+        self.source_handle = edge.get("sourceHandle", "")
+        self.target_handle = edge.get("targetHandle", "")
+        # 'BaseLoader;BaseOutputParser|documents|PromptTemplate-zmTlD'
+        # target_param is documents
+        self.target_param = self.target_handle.split("|")[1]
+
         self.validate_edge()
 
     def validate_edge(self) -> None:
diff --git a/src/backend/langflow/graph/graph/base.py b/src/backend/langflow/graph/graph/base.py
index 46425ddf6..65fff3239 100644
--- a/src/backend/langflow/graph/graph/base.py
+++ b/src/backend/langflow/graph/graph/base.py
@@ -179,7 +179,7 @@ class Graph:
                 raise ValueError(f"Source node {edge['source']} not found")
             if target is None:
                 raise ValueError(f"Target node {edge['target']} not found")
-            edges.append(Edge(source, target))
+            edges.append(Edge(source, target, edge))
         return edges
 
     def _get_vertex_class(self, node_type: str, node_lc_type: str) -> Type[Vertex]:
diff --git a/src/backend/langflow/graph/vertex/base.py b/src/backend/langflow/graph/vertex/base.py
index 79c3270fb..a7fcf88b5 100644
--- a/src/backend/langflow/graph/vertex/base.py
+++ b/src/backend/langflow/graph/vertex/base.py
@@ -1,14 +1,11 @@
-from langflow.utils.constants import DIRECT_TYPES
 from langflow.interface.initialize import loading
 from langflow.interface.listing import ALL_TYPES_DICT
 from langflow.utils.logger import logger
 from langflow.utils.util import sync_to_async
 
 
-import contextlib
 import inspect
 import types
-import warnings
 from typing import Any, Dict, List, Optional
 from typing import TYPE_CHECKING
 
@@ -69,6 +66,7 @@ class Vertex:
                     break
 
     def _build_params(self):
+        # sourcery skip: merge-list-append, remove-redundant-if
         # Some params are required, some are optional
         # but most importantly, some params are python base classes
         # like str and others are LangChain objects like LLMChain, BasePromptTemplate
@@ -89,8 +87,19 @@ class Vertex:
             if isinstance(value, dict)
         }
         params = {}
+
+        for edge in self.edges:
+            param_key = edge.target_param
+            if param_key in template_dict:
+                if template_dict[param_key]["list"]:
+                    if param_key not in params:
+                        params[param_key] = []
+                    params[param_key].append(edge.source)
+                else:
+                    params[param_key] = edge.source
+
         for key, value in template_dict.items():
-            if key == "_type":
+            if key == "_type" or not value.get("show"):
                 continue
             # If the type is not transformable to a python base class
             # then we need to get the edge that connects to this node
@@ -101,45 +110,8 @@ class Vertex:
                 file_path = value.get("file_path")
 
                 params[key] = file_path
-
-            elif value.get("type") not in DIRECT_TYPES:
-                # Get the edge that connects to this node
-                edges = [
-                    edge
-                    for edge in self.edges
-                    if edge.target == self and edge.matched_type in value["type"]
-                ]
-
-                # Get the output of the node that the edge connects to
-                # if the value['list'] is True, then there will be more
-                # than one time setting to params[key]
-                # so we need to append to a list if it exists
-                # or create a new list if it doesn't
-
-                if value["required"] and not edges:
-                    # If a required parameter is not found, raise an error
-                    raise ValueError(
-                        f"Required input {key} for module {self.vertex_type} not found"
-                    )
-                elif value["list"]:
-                    # If this is a list parameter, append all sources to a list
-                    params[key] = [edge.source for edge in edges]
-                elif edges:
-                    # If a single parameter is found, use its source
-                    params[key] = edges[0].source
-
-            elif value["required"] or value.get("value"):
-                # If value does not have value this still passes
-                # but then gives a keyError
-                # so we need to check if value has value
-                new_value = value.get("value")
-                if new_value is None:
-                    warnings.warn(f"Value for {key} in {self.vertex_type} is None. ")
-                if value.get("type") == "int":
-                    with contextlib.suppress(TypeError, ValueError):
-                        new_value = int(new_value)  # type: ignore
-                params[key] = new_value
-
+            elif value.get("type") in ["str", "prompt"] and params.get(key) is None:
+                params[key] = value.get("value")
         # Add _type to params
         self.params = params