diff --git a/agixt/Interactions.py b/agixt/Interactions.py
index bac78c07214..21d947a7cfd 100644
--- a/agixt/Interactions.py
+++ b/agixt/Interactions.py
@@ -140,14 +140,18 @@ async def format_prompt(
             conversation_name = "-"
         c = Conversations(conversation_name=conversation_name, user=self.user)
         conversation = c.get_conversation()
+        conversation_id = c.get_conversation_id()
+        conversation_outputs = (
+            f"http://localhost:7437/outputs/{self.agent.agent_id}/{conversation_id}/"
+        )
         if top_results == 0:
             context = []
         else:
             if user_input:
                 if self.websearch == None or self.websearch.collection_number == "1":
-                    conversation_id = c.get_conversation_id()
+
                     self.websearch = Websearch(
-                        collection_number=str(conversation_id),
+                        collection_number=conversation_id,
                         agent=self.agent,
                         user=self.user,
                         ApiClient=self.ApiClient,
@@ -249,11 +253,11 @@ async def format_prompt(
             context.append([kwargs["context"]])
         if vision_response != "":
             context.append(
-                f"{self.agent_name}'s visual description from viewing uploaded images by user in this interaction:\n{vision_response}\n"
+                f"The assistant's visual description from viewing uploaded images by user in this interaction:\n{vision_response}\n"
             )
         if context != [] and context != "":
             context = "\n".join(context)
-            context = f"The user's input causes you remember these things:\n{context}\n\nIf referencing a file, paper, or website, cite sources.\n"
+            context = f"The user's input causes the assistant to recall these memories from activities:\n{context}\n\n**If referencing a file or image from context to the user, link to it with a url at `{conversation_outputs}the_file_name` .** .\n"
         else:
             context = ""
         working_directory = self.agent.working_directory
@@ -409,6 +413,7 @@ async def format_prompt(
             "conversation_history",
             "persona",
             "import_files",
+            "output_url",
         ]
         args = kwargs.copy()
         for arg in kwargs:
@@ -427,6 +432,7 @@ async def format_prompt(
             conversation_history=conversation_history,
             persona=persona,
             import_files=file_contents,
+            output_url=f"{self.outputs}/{c.get_conversation_id()}/",
             **args,
         )
         tokens = get_tokens(formatted_prompt)
@@ -520,6 +526,7 @@ async def run(
         if conversation_name == "":
             conversation_name = "-"
         c = Conversations(conversation_name=conversation_name, user=self.user)
+        conversation_id = c.get_conversation_id()
         async_tasks = []
         vision_response = ""
         if "vision_provider" in self.agent.AGENT_CONFIG["settings"]:
@@ -547,9 +554,8 @@ async def run(
                     )
                     logging.error(f"Error getting vision response: {e}")
         if self.websearch == None or self.websearch.collection_number == "1":
-            conversation_id = c.get_conversation_id()
             self.websearch = Websearch(
-                collection_number=str(conversation_id),
+                collection_number=conversation_id,
                 agent=self.agent,
                 user=self.user,
                 ApiClient=self.ApiClient,
@@ -668,6 +674,11 @@ async def run(
             vision_response=vision_response,
             **kwargs,
         )
+        if self.outputs in formatted_prompt:
+            # Anonymize AGiXT server URL to LLM
+            formatted_prompt = formatted_prompt.replace(
+                self.outputs, f"http://localhost:7437/outputs/{self.agent.agent_id}"
+            )
         logging.info(f"Formatted Prompt: {formatted_prompt}")
         log_message = (
             user_input
@@ -695,6 +706,10 @@ async def run(
                 message=f"[ACTIVITY][ERROR] Unable to generate response.",
             )
             return f"Unable to retrieve response."
+        # Deanonymize AGiXT server URL to send back to the user
+        self.response = self.response.replace(
+            f"http://localhost:7437/outputs/{self.agent.agent_id}", self.outputs
+        )
         # Handle commands if the prompt contains the {COMMANDS} placeholder
         # We handle command injection that DOESN'T allow command execution by using {command_list} in the prompt
         if "{COMMANDS}" in unformatted_prompt:
diff --git a/agixt/XT.py b/agixt/XT.py
index 221166f80a9..d47ca4b9860 100644
--- a/agixt/XT.py
+++ b/agixt/XT.py
@@ -1836,7 +1836,7 @@ async def analyze_csv(
             file_preview = "\n".join(lines)
             c.log_interaction(
                 role=self.agent_name,
-                message=f"[ACTIVITY] Analyzing data from file.",
+                message=f"[ACTIVITY] Analyzing data from file `{file_name}`.",
             )
         code_interpreter = await self.inference(
             user_input=user_input,
@@ -1883,13 +1883,25 @@ async def analyze_csv(
             conversation_name=conversation_name,
         )
         if not code_execution.startswith("Error"):
-            c.log_interaction(
-                role=self.agent_name,
-                message=f"[ACTIVITY] Data analysis complete.",
+            # Write to conversation memories
+            collection_id = c.get_conversation_id()
+            file_reader = FileReader(
+                agent_name=self.agent_name,
+                agent_config=self.agent.AGENT_CONFIG,
+                collection_number=collection_id,
+                ApiClient=self.ApiClient,
+                user=self.user_email,
+            )
+            timestamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
+            file_name_string = ", ".join(file_names)
+            await file_reader.write_text_to_memory(
+                user_input=user_input,
+                text=f"Results from data analysis on {file_name_string} at {timestamp}:\n{code_execution}",
+                external_source=f"files {file_name_string}",
             )
             c.log_interaction(
                 role=self.agent_name,
-                message=f"## Results from analyzing data:\n{code_execution}",
+                message=f"[ACTIVITY] Writing report on analysis.",
             )
         else:
             self.failures += 1