diff --git a/crates/goose-cli/src/commands/agent_version.rs b/crates/goose-cli/src/commands/agent_version.rs
index 2f16283676ae..712e69e0538b 100644
--- a/crates/goose-cli/src/commands/agent_version.rs
+++ b/crates/goose-cli/src/commands/agent_version.rs
@@ -13,10 +13,15 @@ impl AgentCommand {
 
         let versions = AgentFactory::available_versions();
         let default_version = AgentFactory::default_version();
+        let configured_version = AgentFactory::configured_version();
 
         for version in versions {
-            if version == default_version {
+            if version == default_version && version == configured_version {
                 writeln!(output, "* {} (default)", version)?;
+            } else if version == default_version {
+                writeln!(output, "  {} (default)", version)?;
+            } else if version == configured_version {
+                writeln!(output, "* {}", version)?;
             } else {
                 writeln!(output, "  {}", version)?;
             }
diff --git a/crates/goose-cli/src/session/builder.rs b/crates/goose-cli/src/session/builder.rs
index a709d149cb94..10f14f9c5716 100644
--- a/crates/goose-cli/src/session/builder.rs
+++ b/crates/goose-cli/src/session/builder.rs
@@ -31,12 +31,8 @@ pub async fn build_session(
         goose::providers::create(&provider_name, model_config).expect("Failed to create provider");
 
     // Create the agent
-    let agent_version: Option<String> = config.get("GOOSE_AGENT").ok();
-    let mut agent = match agent_version {
-        Some(version) => AgentFactory::create(&version, provider),
-        None => AgentFactory::create(AgentFactory::default_version(), provider),
-    }
-    .expect("Failed to create agent");
+    let mut agent = AgentFactory::create(&AgentFactory::configured_version(), provider)
+        .expect("Failed to create agent");
 
     // Setup extensions for the agent
     for extension in ExtensionManager::get_all().expect("should load extensions") {
diff --git a/crates/goose/src/agents/factory.rs b/crates/goose/src/agents/factory.rs
index 065adb1fb412..545b8c256d35 100644
--- a/crates/goose/src/agents/factory.rs
+++ b/crates/goose/src/agents/factory.rs
@@ -2,6 +2,7 @@ use std::collections::HashMap;
 use std::sync::{OnceLock, RwLock};
 
 pub use super::Agent;
+use crate::config::Config;
 use crate::providers::base::Provider;
 
 type AgentConstructor = Box<dyn Fn(Box<dyn Provider>) -> Box<dyn Agent> + Send + Sync>;
@@ -46,6 +47,13 @@ impl AgentFactory {
             .unwrap_or_default()
     }
 
+    pub fn configured_version() -> String {
+        let config = Config::global();
+        config
+            .get::<String>("GOOSE_AGENT")
+            .unwrap_or_else(|_| Self::default_version().to_string())
+    }
+
     /// Get the default version name
     pub fn default_version() -> &'static str {
         "truncate"
diff --git a/crates/goose/src/agents/mod.rs b/crates/goose/src/agents/mod.rs
index 4aa0659c976b..36529b56998a 100644
--- a/crates/goose/src/agents/mod.rs
+++ b/crates/goose/src/agents/mod.rs
@@ -4,6 +4,7 @@ pub mod extension;
 mod factory;
 mod permission_judge;
 mod reference;
+mod summarize;
 mod truncate;
 
 pub use agent::Agent;
diff --git a/crates/goose/src/agents/summarize.rs b/crates/goose/src/agents/summarize.rs
new file mode 100644
index 000000000000..aaa41e99de1b
--- /dev/null
+++ b/crates/goose/src/agents/summarize.rs
@@ -0,0 +1,457 @@
+/// A summarize agent that lets the model summarize the conversation when the history exceeds the
+/// model's context limit. If the model fails to summarize, then it falls back to the legacy
+/// truncation method. Still cannot read resources.
+use async_trait::async_trait;
+use futures::stream::BoxStream;
+use std::collections::HashMap;
+use tokio::sync::mpsc;
+use tokio::sync::Mutex;
+use tracing::{debug, error, instrument, warn};
+
+use super::detect_read_only_tools;
+use super::Agent;
+use crate::agents::capabilities::Capabilities;
+use crate::agents::extension::{ExtensionConfig, ExtensionResult};
+use crate::config::Config;
+use crate::config::ExperimentManager;
+use crate::memory_condense::condense_messages;
+use crate::message::{Message, ToolRequest};
+use crate::providers::base::Provider;
+use crate::providers::base::ProviderUsage;
+use crate::providers::errors::ProviderError;
+use crate::register_agent;
+use crate::token_counter::TokenCounter;
+use crate::truncate::{truncate_messages, OldestFirstTruncation};
+use anyhow::{anyhow, Result};
+use indoc::indoc;
+use mcp_core::prompt::Prompt;
+use mcp_core::protocol::GetPromptResult;
+use mcp_core::{tool::Tool, Content};
+use serde_json::{json, Value};
+
+const MAX_TRUNCATION_ATTEMPTS: usize = 3;
+const ESTIMATE_FACTOR_DECAY: f32 = 0.9;
+
+/// Summarize implementation of an Agent
+pub struct SummarizeAgent {
+    capabilities: Mutex<Capabilities>,
+    token_counter: TokenCounter,
+    confirmation_tx: mpsc::Sender<(String, bool)>, // (request_id, confirmed)
+    confirmation_rx: Mutex<mpsc::Receiver<(String, bool)>>,
+}
+
+impl SummarizeAgent {
+    pub fn new(provider: Box<dyn Provider>) -> Self {
+        let token_counter = TokenCounter::new(provider.get_model_config().tokenizer_name());
+        // Create channel with buffer size 32 (adjust if needed)
+        let (tx, rx) = mpsc::channel(32);
+
+        Self {
+            capabilities: Mutex::new(Capabilities::new(provider)),
+            token_counter,
+            confirmation_tx: tx,
+            confirmation_rx: Mutex::new(rx),
+        }
+    }
+
+    /// Truncates the messages to fit within the model's context window
+    /// Ensures the last message is a user message and removes tool call-response pairs
+    async fn summarize_messages(
+        &self,
+        messages: &mut Vec<Message>,
+        estimate_factor: f32,
+        system_prompt: &str,
+        tools: &mut Vec<Tool>,
+    ) -> anyhow::Result<()> {
+        // Model's actual context limit
+        let context_limit = self
+            .capabilities
+            .lock()
+            .await
+            .provider()
+            .get_model_config()
+            .context_limit();
+
+        // Our conservative estimate of the **target** context limit
+        // Our token count is an estimate since model providers often don't provide the tokenizer (eg. Claude)
+        let context_limit = (context_limit as f32 * estimate_factor) as usize;
+
+        // Take into account the system prompt, and our tools input and subtract that from the
+        // remaining context limit
+        let system_prompt_token_count = self.token_counter.count_tokens(system_prompt);
+        let tools_token_count = self.token_counter.count_tokens_for_tools(tools.as_slice());
+
+        // Check if system prompt + tools exceed our context limit
+        let remaining_tokens = context_limit
+            .checked_sub(system_prompt_token_count)
+            .and_then(|remaining| remaining.checked_sub(tools_token_count))
+            .ok_or_else(|| {
+                anyhow::anyhow!("System prompt and tools exceed estimated context limit")
+            })?;
+
+        let context_limit = remaining_tokens;
+
+        // Calculate current token count of each message, use count_chat_tokens to ensure we
+        // capture the full content of the message, include ToolRequests and ToolResponses
+        let mut token_counts: Vec<usize> = messages
+            .iter()
+            .map(|msg| {
+                self.token_counter
+                    .count_chat_tokens("", std::slice::from_ref(msg), &[])
+            })
+            .collect();
+
+        let capabilities_guard = self.capabilities.lock().await;
+        if condense_messages(
+            &capabilities_guard,
+            &self.token_counter,
+            messages,
+            &mut token_counts,
+            context_limit,
+        )
+        .await
+        .is_err()
+        {
+            // Fallback to the legacy truncator if the model fails to condense the messages.
+            truncate_messages(
+                messages,
+                &mut token_counts,
+                context_limit,
+                &OldestFirstTruncation,
+            )
+        } else {
+            Ok(())
+        }
+    }
+}
+
+#[async_trait]
+impl Agent for SummarizeAgent {
+    async fn add_extension(&mut self, extension: ExtensionConfig) -> ExtensionResult<()> {
+        let mut capabilities = self.capabilities.lock().await;
+        capabilities.add_extension(extension).await
+    }
+
+    async fn remove_extension(&mut self, name: &str) {
+        let mut capabilities = self.capabilities.lock().await;
+        capabilities
+            .remove_extension(name)
+            .await
+            .expect("Failed to remove extension");
+    }
+
+    async fn list_extensions(&self) -> Vec<String> {
+        let capabilities = self.capabilities.lock().await;
+        capabilities
+            .list_extensions()
+            .await
+            .expect("Failed to list extensions")
+    }
+
+    async fn passthrough(&self, _extension: &str, _request: Value) -> ExtensionResult<Value> {
+        // TODO implement
+        Ok(Value::Null)
+    }
+
+    /// Handle a confirmation response for a tool request
+    async fn handle_confirmation(&self, request_id: String, confirmed: bool) {
+        if let Err(e) = self.confirmation_tx.send((request_id, confirmed)).await {
+            error!("Failed to send confirmation: {}", e);
+        }
+    }
+
+    #[instrument(skip(self, messages), fields(user_message))]
+    async fn reply(
+        &self,
+        messages: &[Message],
+    ) -> anyhow::Result<BoxStream<'_, anyhow::Result<Message>>> {
+        let mut messages = messages.to_vec();
+        let reply_span = tracing::Span::current();
+        let mut capabilities = self.capabilities.lock().await;
+        let mut tools = capabilities.get_prefixed_tools().await?;
+        let mut truncation_attempt: usize = 0;
+
+        // Load settings from config
+        let config = Config::global();
+        let goose_mode = config.get("GOOSE_MODE").unwrap_or("auto".to_string());
+
+        // we add in the 2 resource tools if any extensions support resources
+        // TODO: make sure there is no collision with another extension's tool name
+        let read_resource_tool = Tool::new(
+            "platform__read_resource".to_string(),
+            indoc! {r#"
+                Read a resource from an extension.
+
+                Resources allow extensions to share data that provide context to LLMs, such as
+                files, database schemas, or application-specific information. This tool searches for the
+                resource URI in the provided extension, and reads in the resource content. If no extension
+                is provided, the tool will search all extensions for the resource.
+            "#}.to_string(),
+            json!({
+                "type": "object",
+                "required": ["uri"],
+                "properties": {
+                    "uri": {"type": "string", "description": "Resource URI"},
+                    "extension_name": {"type": "string", "description": "Optional extension name"}
+                }
+            }),
+        );
+
+        let list_resources_tool = Tool::new(
+            "platform__list_resources".to_string(),
+            indoc! {r#"
+                List resources from an extension(s).
+
+                Resources allow extensions to share data that provide context to LLMs, such as
+                files, database schemas, or application-specific information. This tool lists resources
+                in the provided extension, and returns a list for the user to browse. If no extension
+                is provided, the tool will search all extensions for the resource.
+            "#}.to_string(),
+            json!({
+                "type": "object",
+                "properties": {
+                    "extension_name": {"type": "string", "description": "Optional extension name"}
+                }
+            }),
+        );
+
+        if capabilities.supports_resources() {
+            tools.push(read_resource_tool);
+            tools.push(list_resources_tool);
+        }
+
+        let system_prompt = capabilities.get_system_prompt().await;
+
+        // Set the user_message field in the span instead of creating a new event
+        if let Some(content) = messages
+            .last()
+            .and_then(|msg| msg.content.first())
+            .and_then(|c| c.as_text())
+        {
+            debug!("user_message" = &content);
+        }
+
+        Ok(Box::pin(async_stream::try_stream! {
+            let _reply_guard = reply_span.enter();
+            loop {
+                match capabilities.provider().complete(
+                    &system_prompt,
+                    &messages,
+                    &tools,
+                ).await {
+                    Ok((response, usage)) => {
+                        capabilities.record_usage(usage).await;
+
+                        // Reset truncation attempt
+                        truncation_attempt = 0;
+
+                        // Yield the assistant's response
+                        yield response.clone();
+
+                        tokio::task::yield_now().await;
+
+                        // First collect any tool requests
+                        let tool_requests: Vec<&ToolRequest> = response.content
+                            .iter()
+                            .filter_map(|content| content.as_tool_request())
+                            .collect();
+
+                        if tool_requests.is_empty() {
+                            break;
+                        }
+
+                        // Process tool requests depending on goose_mode
+                        let mut message_tool_response = Message::user();
+                        // Clone goose_mode once before the match to avoid move issues
+                        let mode = goose_mode.clone();
+                        match mode.as_str() {
+                            "approve" => {
+                                let mut read_only_tools = Vec::new();
+                                // Process each tool request sequentially with confirmation
+                                if ExperimentManager::is_enabled("GOOSE_SMART_APPROVE")? {
+                                    read_only_tools = detect_read_only_tools(&capabilities, tool_requests.clone()).await;
+                                }
+                                for request in &tool_requests {
+                                    if let Ok(tool_call) = request.tool_call.clone() {
+                                        // Skip confirmation if the tool_call.name is in the read_only_tools list
+                                        if read_only_tools.contains(&tool_call.name) {
+                                            let output = capabilities.dispatch_tool_call(tool_call).await;
+                                                    message_tool_response = message_tool_response.with_tool_response(
+                                                        request.id.clone(),
+                                                        output,
+                                                    );
+                                        } else {
+                                            let confirmation = Message::user().with_tool_confirmation_request(
+                                                request.id.clone(),
+                                                tool_call.name.clone(),
+                                                tool_call.arguments.clone(),
+                                                Some("Goose would like to call the above tool. Allow? (y/n):".to_string()),
+                                            );
+                                            yield confirmation;
+
+                                            // Wait for confirmation response through the channel
+                                            let mut rx = self.confirmation_rx.lock().await;
+                                            // Loop the recv until we have a matched req_id due to potential duplicate messages.
+                                            while let Some((req_id, confirmed)) = rx.recv().await {
+                                                if req_id == request.id {
+                                                    if confirmed {
+                                                        // User approved - dispatch the tool call
+                                                        let output = capabilities.dispatch_tool_call(tool_call).await;
+                                                        message_tool_response = message_tool_response.with_tool_response(
+                                                            request.id.clone(),
+                                                            output,
+                                                        );
+                                                    } else {
+                                                        // User declined - add declined response
+                                                        message_tool_response = message_tool_response.with_tool_response(
+                                                            request.id.clone(),
+                                                            Ok(vec![Content::text("User declined to run this tool.")]),
+                                                        );
+                                                    }
+                                                    break; // Exit the loop once the matching `req_id` is found
+                                                }
+                                            }
+                                        }
+                                    }
+                                }
+                            },
+                            "chat" => {
+                                // Skip all tool calls in chat mode
+                                for request in &tool_requests {
+                                    message_tool_response = message_tool_response.with_tool_response(
+                                        request.id.clone(),
+                                        Ok(vec![Content::text(
+                                            "The following tool call was skipped in Goose chat mode. \
+                                            In chat mode, you cannot run tool calls, instead, you can \
+                                            only provide a detailed plan to the user. Provide an \
+                                            explanation of the proposed tool call as if it were a plan. \
+                                            Only if the user asks, provide a short explanation to the \
+                                            user that they could consider running the tool above on \
+                                            their own or with a different goose mode."
+                                        )]),
+                                    );
+                                }
+                            },
+                            _ => {
+                                if mode != "auto" {
+                                    warn!("Unknown GOOSE_MODE: {mode:?}. Defaulting to 'auto' mode.");
+                                }
+                                // Process tool requests in parallel
+                                let mut tool_futures = Vec::new();
+                                for request in &tool_requests {
+                                    if let Ok(tool_call) = request.tool_call.clone() {
+                                        tool_futures.push(async {
+                                            let output = capabilities.dispatch_tool_call(tool_call).await;
+                                            (request.id.clone(), output)
+                                        });
+                                    }
+                                }
+                                // Wait for all tool calls to complete
+                                let results = futures::future::join_all(tool_futures).await;
+                                for (request_id, output) in results {
+                                    message_tool_response = message_tool_response.with_tool_response(
+                                        request_id,
+                                        output,
+                                    );
+                                }
+                            }
+                        }
+
+                        yield message_tool_response.clone();
+
+                        messages.push(response);
+                        messages.push(message_tool_response);
+                    },
+                    Err(ProviderError::ContextLengthExceeded(_)) => {
+                        if truncation_attempt >= MAX_TRUNCATION_ATTEMPTS {
+                            // Create an error message & terminate the stream
+                            // the previous message would have been a user message (e.g. before any tool calls, this is just after the input message.
+                            // at the start of a loop after a tool call, it would be after a tool_use assistant followed by a tool_result user)
+                            yield Message::assistant().with_text("Error: Context length exceeds limits even after multiple attempts to truncate. Please start a new session with fresh context and try again.");
+                            break;
+                        }
+
+                        truncation_attempt += 1;
+                        warn!("Context length exceeded. Truncation Attempt: {}/{}.", truncation_attempt, MAX_TRUNCATION_ATTEMPTS);
+
+                        // Decay the estimate factor as we make more truncation attempts
+                        // Estimate factor decays like this over time: 0.9, 0.81, 0.729, ...
+                        let estimate_factor: f32 = ESTIMATE_FACTOR_DECAY.powi(truncation_attempt as i32);
+
+                        // release the lock before truncation to prevent deadlock
+                        drop(capabilities);
+
+                        if let Err(err) = self.summarize_messages(&mut messages, estimate_factor, &system_prompt, &mut tools).await {
+                            yield Message::assistant().with_text(format!("Error: Unable to truncate messages to stay within context limit. \n\nRan into this error: {}.\n\nPlease start a new session with fresh context and try again.", err));
+                            break;
+                        }
+
+
+                        // Re-acquire the lock
+                        capabilities = self.capabilities.lock().await;
+
+                        // Retry the loop after truncation
+                        continue;
+                    },
+                    Err(e) => {
+                        // Create an error message & terminate the stream
+                        error!("Error: {}", e);
+                        yield Message::assistant().with_text(format!("Ran into this error: {e}.\n\nPlease retry if you think this is a transient or recoverable error."));
+                        break;
+                    }
+                }
+
+                // Yield control back to the scheduler to prevent blocking
+                tokio::task::yield_now().await;
+            }
+        }))
+    }
+
+    async fn usage(&self) -> Vec<ProviderUsage> {
+        let capabilities = self.capabilities.lock().await;
+        capabilities.get_usage().await
+    }
+
+    async fn extend_system_prompt(&mut self, extension: String) {
+        let mut capabilities = self.capabilities.lock().await;
+        capabilities.add_system_prompt_extension(extension);
+    }
+
+    async fn override_system_prompt(&mut self, template: String) {
+        let mut capabilities = self.capabilities.lock().await;
+        capabilities.set_system_prompt_override(template);
+    }
+
+    async fn list_extension_prompts(&self) -> HashMap<String, Vec<Prompt>> {
+        let capabilities = self.capabilities.lock().await;
+        capabilities
+            .list_prompts()
+            .await
+            .expect("Failed to list prompts")
+    }
+
+    async fn get_prompt(&self, name: &str, arguments: Value) -> Result<GetPromptResult> {
+        let capabilities = self.capabilities.lock().await;
+
+        // First find which extension has this prompt
+        let prompts = capabilities
+            .list_prompts()
+            .await
+            .map_err(|e| anyhow!("Failed to list prompts: {}", e))?;
+
+        if let Some(extension) = prompts
+            .iter()
+            .find(|(_, prompt_list)| prompt_list.iter().any(|p| p.name == name))
+            .map(|(extension, _)| extension)
+        {
+            return capabilities
+                .get_prompt(extension, name, arguments)
+                .await
+                .map_err(|e| anyhow!("Failed to get prompt: {}", e));
+        }
+
+        Err(anyhow!("Prompt '{}' not found", name))
+    }
+}
+
+register_agent!("summarize", SummarizeAgent);
diff --git a/crates/goose/src/lib.rs b/crates/goose/src/lib.rs
index 83ebc3209138..d2cee03688d9 100644
--- a/crates/goose/src/lib.rs
+++ b/crates/goose/src/lib.rs
@@ -1,5 +1,6 @@
 pub mod agents;
 pub mod config;
+pub mod memory_condense;
 pub mod message;
 pub mod model;
 pub mod prompt_template;
diff --git a/crates/goose/src/memory_condense.rs b/crates/goose/src/memory_condense.rs
new file mode 100644
index 000000000000..0a52e98a886d
--- /dev/null
+++ b/crates/goose/src/memory_condense.rs
@@ -0,0 +1,130 @@
+use crate::agents::Capabilities;
+use crate::message::Message;
+use crate::token_counter::TokenCounter;
+use anyhow::{anyhow, Result};
+use tracing::debug;
+
+const SYSTEM_PROMPT: &str = "You are good at summarizing.";
+
+fn create_summarize_request(messages: &[Message]) -> Vec<Message> {
+    vec![
+        Message::user().with_text(format!("Please use a few concise sentences to summarize this chat, while keeping the important information.\n\n```\n{:?}```", messages)),
+    ]
+}
+async fn single_request(
+    capabilities: &Capabilities,
+    messages: &[Message],
+) -> Result<Message, anyhow::Error> {
+    Ok(capabilities
+        .provider()
+        .complete(SYSTEM_PROMPT, messages, &[])
+        .await?
+        .0)
+}
+async fn memory_condense(
+    capabilities: &Capabilities,
+    token_counter: &TokenCounter,
+    messages: &mut Vec<Message>,
+    token_counts: &mut Vec<usize>,
+    context_limit: usize,
+) -> Result<(), anyhow::Error> {
+    let system_prompt_tokens = token_counter.count_tokens(SYSTEM_PROMPT);
+
+    // Since the process will run multiple times, we should avoid expensive operations like random access.
+    let mut message_stack = messages.iter().cloned().rev().collect::<Vec<_>>();
+    let mut count_stack = token_counts.iter().copied().rev().collect::<Vec<_>>();
+
+    // Tracks the number of remaining tokens in the stack
+    let mut total_tokens = count_stack.iter().sum::<usize>();
+
+    // Tracks the change of total_tokens in the previous loop.
+    // If diff <= 0, then the model cannot summarize any further. We set it to 1 before the process
+    // to ensure that the process starts.
+    let mut diff = 1;
+
+    while total_tokens > context_limit && diff > 0 {
+        let mut batch = Vec::new();
+        let mut current_tokens = 0;
+
+        // Extracts the beginning messages (which appears in the front of the message stack) to
+        // summarize.
+        while total_tokens > current_tokens + context_limit
+            && current_tokens + system_prompt_tokens <= context_limit
+        {
+            batch.push(message_stack.pop().unwrap());
+            current_tokens += count_stack.pop().unwrap();
+        }
+
+        // It could happen that the extracted messages are always the previous summary when the
+        // context limit is very small. We should force it to consume more messages.
+        if !batch.is_empty()
+            && !message_stack.is_empty()
+            && current_tokens + system_prompt_tokens <= context_limit
+        {
+            batch.push(message_stack.pop().unwrap());
+            current_tokens += count_stack.pop().unwrap();
+        }
+
+        diff = -(current_tokens as isize);
+        let request = create_summarize_request(&batch);
+        let response_text = single_request(capabilities, &request)
+            .await?
+            .as_concat_text();
+
+        // Ensure the conversation starts with a User message
+        let curr_messages = vec![
+            // shoule be in reversed order
+            Message::assistant().with_text(&response_text),
+            Message::user().with_text("Hello! How are we progressing?"),
+        ];
+        let curr_tokens = token_counter.count_chat_tokens("", &curr_messages, &[]);
+        diff += curr_tokens as isize;
+        count_stack.push(curr_tokens);
+        message_stack.extend(curr_messages);
+
+        // Update the counter
+        total_tokens = total_tokens.checked_add_signed(diff).unwrap();
+    }
+
+    if total_tokens <= context_limit {
+        *messages = message_stack.into_iter().rev().collect();
+        *token_counts = count_stack.into_iter().rev().collect();
+        Ok(())
+    } else {
+        Err(anyhow!("Cannot compress the messages anymore"))
+    }
+}
+
+pub async fn condense_messages(
+    capabilities: &Capabilities,
+    token_counter: &TokenCounter,
+    messages: &mut Vec<Message>,
+    token_counts: &mut Vec<usize>,
+    context_limit: usize,
+) -> Result<(), anyhow::Error> {
+    let total_tokens: usize = token_counts.iter().sum();
+    debug!("Total tokens before memory condensation: {}", total_tokens);
+
+    // The compressor should determine whether we need to compress the messages or not. This
+    // function just checks if the limit is satisfied.
+    memory_condense(
+        capabilities,
+        token_counter,
+        messages,
+        token_counts,
+        context_limit,
+    )
+    .await?;
+
+    let total_tokens: usize = token_counts.iter().sum();
+    debug!("Total tokens after memory condensation: {}", total_tokens);
+
+    // Compressor should handle this case.
+    assert!(total_tokens <= context_limit, "Illegal compression result from the compressor: the number of tokens is greater than the limit.");
+
+    debug!(
+        "Memory condensation complete. Total tokens: {}",
+        total_tokens
+    );
+    Ok(())
+}