diff --git a/openhands/controller/agent_controller.py b/openhands/controller/agent_controller.py
index ad29eb0f3f..5ec198e797 100644
--- a/openhands/controller/agent_controller.py
+++ b/openhands/controller/agent_controller.py
@@ -189,10 +189,14 @@ class AgentController:
         # Add the system message to the event stream
         # This should be done for all agents, including delegates
         system_message = self.agent.get_system_message()
-        logger.debug(f'System message got from agent: {system_message}')
-        if system_message:
+        if system_message and system_message.content:
+            preview = (
+                system_message.content[:50] + '...'
+                if len(system_message.content) > 50
+                else system_message.content
+            )
+            logger.debug(f'System message: {preview}')
             self.event_stream.add_event(system_message, EventSource.AGENT)
-            logger.debug(f'System message added to event stream: {system_message}')
 
     async def close(self, set_stop_state: bool = True) -> None:
         """Closes the agent controller, canceling any ongoing tasks and unsubscribing from the event stream.
diff --git a/openhands/llm/llm.py b/openhands/llm/llm.py
index 835dc0c92c..e719eaba7e 100644
--- a/openhands/llm/llm.py
+++ b/openhands/llm/llm.py
@@ -450,7 +450,9 @@ class LLM(RetryMixin, DebugMixin):
                 pass
         from openhands.io import json
 
-        logger.debug(f'Model info: {json.dumps(self.model_info, indent=2)}')
+        logger.debug(
+            f'Model info: {json.dumps({"model": self.config.model, "base_url": self.config.base_url}, indent=2)}'
+        )
 
         if self.config.model.startswith('huggingface'):
             # HF doesn't support the OpenAI default value for top_p (1)
diff --git a/openhands/microagent/microagent.py b/openhands/microagent/microagent.py
index fbff3a2365..bb897eb034 100644
--- a/openhands/microagent/microagent.py
+++ b/openhands/microagent/microagent.py
@@ -194,7 +194,6 @@ def load_microagents_from_dir(
     logger.debug(f'Loading agents from {microagent_dir}')
     if microagent_dir.exists():
         for file in microagent_dir.rglob('*.md'):
-            logger.debug(f'Checking file {file}...')
             # skip README.md
             if file.name == 'README.md':
                 continue
@@ -204,9 +203,6 @@ def load_microagents_from_dir(
                     repo_agents[agent.name] = agent
                 elif isinstance(agent, KnowledgeMicroagent):
                     knowledge_agents[agent.name] = agent
-                logger.debug(
-                    f'Loaded agent {agent.name} from {file}. Type: {type(agent)}'
-                )
             except MicroagentValidationError as e:
                 # For validation errors, include the original exception
                 error_msg = f'Error loading microagent from {file}: {str(e)}'
@@ -216,4 +212,8 @@ def load_microagents_from_dir(
                 error_msg = f'Error loading microagent from {file}: {str(e)}'
                 raise ValueError(error_msg) from e
 
+    logger.debug(
+        f'Loaded {len(repo_agents) + len(knowledge_agents)} microagents: '
+        f'{[*repo_agents.keys(), *knowledge_agents.keys()]}'
+    )
     return repo_agents, knowledge_agents
diff --git a/openhands/server/session/agent_session.py b/openhands/server/session/agent_session.py
index 010fd3ff3f..4f84fd3e16 100644
--- a/openhands/server/session/agent_session.py
+++ b/openhands/server/session/agent_session.py
@@ -411,12 +411,9 @@ class AgentSession:
             '\n--------------------------------- OpenHands Configuration ---------------------------------\n'
             f'LLM: {agent.llm.config.model}\n'
             f'Base URL: {agent.llm.config.base_url}\n'
-        )
-
-        msg += (
             f'Agent: {agent.name}\n'
             f'Runtime: {self.runtime.__class__.__name__}\n'
-            f'Plugins: {agent.sandbox_plugins}\n'
+            f'Plugins: {[p.name for p in agent.sandbox_plugins] if agent.sandbox_plugins else "None"}\n'
             '-------------------------------------------------------------------------------------------'
         )
         self.logger.debug(msg)
diff --git a/openhands/server/session/session.py b/openhands/server/session/session.py
index 8fc17d6516..78366cd522 100644
--- a/openhands/server/session/session.py
+++ b/openhands/server/session/session.py
@@ -154,10 +154,15 @@ class Session:
                     ),
                 ]
             )
-
-            self.logger.info(f'Enabling default condenser: {default_condenser_config}')
+            
+            self.logger.info(
+                f'Enabling pipeline condenser with:'
+                f' browser_output_masking(attention_window=2), '
+                f' llm(model="{llm.config.model}", '
+                f' base_url="{llm.config.base_url}", '
+                f' keep_first=4, max_size=80)'
+            )
             agent_config.condenser = default_condenser_config
-
         agent = Agent.get_cls(agent_cls)(llm, agent_config)
 
         git_provider_tokens = None
diff --git a/openhands/utils/conversation_summary.py b/openhands/utils/conversation_summary.py
index b05cc8c802..5a8ff410f8 100644
--- a/openhands/utils/conversation_summary.py
+++ b/openhands/utils/conversation_summary.py
@@ -89,8 +89,6 @@ async def auto_generate_title(
     Returns:
         A generated title string
     """
-    logger.info(f'Auto-generating title for conversation {conversation_id}')
-
     try:
         # Create an event stream for the conversation
         event_stream = EventStream(conversation_id, file_store, user_id)