diff --git a/codex-rs/core/src/session/tests.rs b/codex-rs/core/src/session/tests.rs
index 175f022289..5318b72151 100644
--- a/codex-rs/core/src/session/tests.rs
+++ b/codex-rs/core/src/session/tests.rs
@@ -1911,6 +1911,108 @@ async fn record_token_usage_info_notifies_extension_contributors() {
     assert_eq!(expected, actual);
 }
 
+#[tokio::test]
+async fn turn_start_lifecycle_exposes_turn_metadata_and_token_baseline() {
+    struct SessionTurnStartMarker;
+    struct ThreadTurnStartMarker;
+
+    #[derive(Debug, PartialEq, Eq)]
+    struct RecordedTurnStart {
+        turn_id: String,
+        collaboration_mode: CollaborationMode,
+        token_usage_at_turn_start: TokenUsage,
+        saw_session_store: bool,
+        saw_thread_store: bool,
+    }
+
+    struct TurnStartRecorder {
+        records: Arc<std::sync::Mutex<Vec<RecordedTurnStart>>>,
+    }
+
+    #[async_trait::async_trait]
+    impl codex_extension_api::TurnLifecycleContributor for TurnStartRecorder {
+        async fn on_turn_start(&self, input: codex_extension_api::TurnStartInput<'_>) {
+            self.records
+                .lock()
+                .expect("turn start records lock")
+                .push(RecordedTurnStart {
+                    turn_id: input.turn_id.to_string(),
+                    collaboration_mode: input.collaboration_mode.clone(),
+                    token_usage_at_turn_start: input.token_usage_at_turn_start.clone(),
+                    saw_session_store: input
+                        .session_store
+                        .get::<SessionTurnStartMarker>()
+                        .is_some(),
+                    saw_thread_store: input.thread_store.get::<ThreadTurnStartMarker>().is_some(),
+                });
+        }
+    }
+
+    let (mut session, turn_context) = make_session_and_context().await;
+    let records = Arc::new(std::sync::Mutex::new(Vec::new()));
+    let mut builder = codex_extension_api::ExtensionRegistryBuilder::<crate::config::Config>::new();
+    builder.turn_lifecycle_contributor(Arc::new(TurnStartRecorder {
+        records: Arc::clone(&records),
+    }));
+    session.services.extensions = Arc::new(builder.build());
+    session
+        .services
+        .session_extension_data
+        .insert(SessionTurnStartMarker);
+    session
+        .services
+        .thread_extension_data
+        .insert(ThreadTurnStartMarker);
+
+    let token_usage_at_turn_start = TokenUsage {
+        input_tokens: 120,
+        cached_input_tokens: 15,
+        output_tokens: 40,
+        reasoning_output_tokens: 9,
+        total_tokens: 169,
+    };
+    session
+        .state
+        .lock()
+        .await
+        .set_token_info(Some(TokenUsageInfo {
+            total_token_usage: token_usage_at_turn_start.clone(),
+            last_token_usage: TokenUsage::default(),
+            model_context_window: turn_context.model_context_window(),
+        }));
+
+    let turn_context = Arc::new(turn_context);
+    let session = Arc::new(session);
+    session
+        .spawn_task(
+            Arc::clone(&turn_context),
+            Vec::new(),
+            NeverEndingTask {
+                kind: TaskKind::Regular,
+                listen_to_cancellation_token: true,
+            },
+        )
+        .await;
+
+    session.abort_all_tasks(TurnAbortReason::Interrupted).await;
+
+    let actual = records
+        .lock()
+        .expect("turn start records lock")
+        .drain(..)
+        .collect::<Vec<_>>();
+    assert_eq!(
+        vec![RecordedTurnStart {
+            turn_id: turn_context.sub_id.clone(),
+            collaboration_mode: turn_context.collaboration_mode.clone(),
+            token_usage_at_turn_start,
+            saw_session_store: true,
+            saw_thread_store: true,
+        }],
+        actual
+    );
+}
+
 #[tokio::test]
 async fn config_change_contributor_observes_effective_config_changes() {
     struct SessionConfigMarker;
diff --git a/codex-rs/core/src/tasks/lifecycle.rs b/codex-rs/core/src/tasks/lifecycle.rs
index 94b51647c9..8b934175cf 100644
--- a/codex-rs/core/src/tasks/lifecycle.rs
+++ b/codex-rs/core/src/tasks/lifecycle.rs
@@ -1,16 +1,25 @@
 use codex_extension_api::ExtensionData;
+use codex_protocol::protocol::TokenUsage;
 use codex_protocol::protocol::TurnAbortReason;
 
 use crate::session::session::Session;
+use crate::session::turn_context::TurnContext;
 
 impl Session {
-    pub(super) async fn emit_turn_start_lifecycle(&self, turn_store: &ExtensionData) {
+    pub(super) async fn emit_turn_start_lifecycle(
+        &self,
+        turn_context: &TurnContext,
+        token_usage_at_turn_start: &TokenUsage,
+    ) {
         for contributor in self.services.extensions.turn_lifecycle_contributors() {
             contributor
                 .on_turn_start(codex_extension_api::TurnStartInput {
+                    turn_id: turn_context.sub_id.as_str(),
+                    collaboration_mode: &turn_context.collaboration_mode,
+                    token_usage_at_turn_start,
                     session_store: &self.services.session_extension_data,
                     thread_store: &self.services.thread_extension_data,
-                    turn_store,
+                    turn_store: turn_context.extension_data.as_ref(),
                 })
                 .await;
         }
diff --git a/codex-rs/core/src/tasks/mod.rs b/codex-rs/core/src/tasks/mod.rs
index 164e65f07c..80ddfee897 100644
--- a/codex-rs/core/src/tasks/mod.rs
+++ b/codex-rs/core/src/tasks/mod.rs
@@ -357,7 +357,7 @@ impl Session {
             debug_assert!(turn.tasks.is_empty());
             Arc::clone(&turn.turn_state)
         };
-        turn_state.lock().await.token_usage_at_turn_start = token_usage_at_turn_start;
+        turn_state.lock().await.token_usage_at_turn_start = token_usage_at_turn_start.clone();
         let mut pending_items = queued_response_items
             .into_iter()
             .map(TurnInput::ResponseInputItem)
@@ -366,7 +366,7 @@ impl Session {
         self.input_queue
             .extend_pending_input_for_turn_state(turn_state.as_ref(), pending_items)
             .await;
-        self.emit_turn_start_lifecycle(turn_context.extension_data.as_ref())
+        self.emit_turn_start_lifecycle(turn_context.as_ref(), &token_usage_at_turn_start)
             .await;
 
         let turn_extension_data = Arc::clone(&turn_context.extension_data);
diff --git a/codex-rs/ext/extension-api/src/contributors/turn_lifecycle.rs b/codex-rs/ext/extension-api/src/contributors/turn_lifecycle.rs
index 0b53183e28..bbd3ae8f39 100644
--- a/codex-rs/ext/extension-api/src/contributors/turn_lifecycle.rs
+++ b/codex-rs/ext/extension-api/src/contributors/turn_lifecycle.rs
@@ -1,9 +1,17 @@
+use codex_protocol::config_types::CollaborationMode;
+use codex_protocol::protocol::TokenUsage;
 use codex_protocol::protocol::TurnAbortReason;
 
 use crate::ExtensionData;
 
 /// Input supplied when the host starts a turn.
 pub struct TurnStartInput<'a> {
+    /// Stable host-owned turn identifier.
+    pub turn_id: &'a str,
+    /// Effective collaboration mode for this turn.
+    pub collaboration_mode: &'a CollaborationMode,
+    /// Total token usage snapshot captured when the turn started.
+    pub token_usage_at_turn_start: &'a TokenUsage,
     /// Store scoped to the host session runtime.
     pub session_store: &'a ExtensionData,
     /// Store scoped to this thread runtime.
diff --git a/codex-rs/ext/goal/BUILD.bazel b/codex-rs/ext/goal/BUILD.bazel
index 037313da37..05b80c3706 100644
--- a/codex-rs/ext/goal/BUILD.bazel
+++ b/codex-rs/ext/goal/BUILD.bazel
@@ -3,4 +3,5 @@ load("//:defs.bzl", "codex_rust_crate")
 codex_rust_crate(
     name = "goal",
     crate_name = "codex_goal_extension",
+    integration_compile_data_extra = ["src/accounting.rs"],
 )
diff --git a/codex-rs/ext/goal/src/accounting.rs b/codex-rs/ext/goal/src/accounting.rs
index 712e325849..cc04684169 100644
--- a/codex-rs/ext/goal/src/accounting.rs
+++ b/codex-rs/ext/goal/src/accounting.rs
@@ -1,3 +1,4 @@
+use codex_protocol::config_types::ModeKind;
 use codex_protocol::protocol::TokenUsage;
 use std::collections::HashMap;
 use std::sync::Mutex;
@@ -17,6 +18,8 @@ struct GoalAccountingInner {
 #[derive(Debug, Default)]
 struct GoalTurnAccounting {
     token_delta: i64,
+    last_accounted_token_usage: TokenUsage,
+    account_tokens: bool,
     stopped: bool,
 }
 
@@ -27,24 +30,42 @@ pub(crate) struct RecordedTokenDelta {
 }
 
 impl GoalAccountingState {
-    pub(crate) fn start_turn(&self, turn_id: impl Into<String>) {
+    pub(crate) fn start_turn(
+        &self,
+        turn_id: impl Into<String>,
+        collaboration_mode: ModeKind,
+        token_usage_at_turn_start: &TokenUsage,
+    ) {
         let turn_id = turn_id.into();
-        self.inner().turns.entry(turn_id).or_default().stopped = false;
+        self.inner().turns.insert(
+            turn_id,
+            GoalTurnAccounting {
+                token_delta: 0,
+                last_accounted_token_usage: token_usage_at_turn_start.clone(),
+                account_tokens: !matches!(collaboration_mode, ModeKind::Plan),
+                stopped: false,
+            },
+        );
     }
 
     pub(crate) fn record_token_usage(
         &self,
         turn_id: impl Into<String>,
-        usage: &TokenUsage,
+        total_usage: &TokenUsage,
     ) -> Option<RecordedTokenDelta> {
-        let delta = goal_token_delta_for_usage(usage);
-        if delta <= 0 {
+        let turn_id = turn_id.into();
+        let mut inner = self.inner();
+        let turn = inner.turns.get_mut(&turn_id)?;
+        if turn.stopped || !turn.account_tokens {
             return None;
         }
 
-        let turn_id = turn_id.into();
-        let mut inner = self.inner();
-        let turn = inner.turns.entry(turn_id).or_default();
+        let delta =
+            token_delta_since_last_accounting(&turn.last_accounted_token_usage, total_usage);
+        turn.last_accounted_token_usage = total_usage.clone();
+        if delta <= 0 {
+            return None;
+        }
         turn.token_delta = turn.token_delta.saturating_add(delta);
         let turn_delta = turn.token_delta;
         inner.unflushed_token_delta = inner.unflushed_token_delta.saturating_add(delta);
@@ -65,6 +86,21 @@ impl GoalAccountingState {
     }
 }
 
+fn token_delta_since_last_accounting(last: &TokenUsage, current: &TokenUsage) -> i64 {
+    let delta = TokenUsage {
+        input_tokens: current.input_tokens.saturating_sub(last.input_tokens),
+        cached_input_tokens: current
+            .cached_input_tokens
+            .saturating_sub(last.cached_input_tokens),
+        output_tokens: current.output_tokens.saturating_sub(last.output_tokens),
+        reasoning_output_tokens: current
+            .reasoning_output_tokens
+            .saturating_sub(last.reasoning_output_tokens),
+        total_tokens: current.total_tokens.saturating_sub(last.total_tokens),
+    };
+    goal_token_delta_for_usage(&delta)
+}
+
 pub(crate) fn goal_token_delta_for_usage(usage: &TokenUsage) -> i64 {
     usage
         .input_tokens
diff --git a/codex-rs/ext/goal/src/extension.rs b/codex-rs/ext/goal/src/extension.rs
index 657d285f74..6d8eb42f0e 100644
--- a/codex-rs/ext/goal/src/extension.rs
+++ b/codex-rs/ext/goal/src/extension.rs
@@ -108,10 +108,11 @@ where
             return;
         }
 
-        // TODO: TurnStartInput should expose collaboration mode and token usage
-        // at turn start. Goals need mode to suppress plan-mode accounting and
-        // the token baseline to account deltas exactly.
-        accounting_state(input.thread_store).start_turn(input.turn_store.level_id());
+        accounting_state(input.thread_store).start_turn(
+            input.turn_id,
+            input.collaboration_mode.mode,
+            input.token_usage_at_turn_start,
+        );
     }
 
     async fn on_turn_stop(&self, input: TurnStopInput<'_>) {
@@ -158,7 +159,7 @@ where
         }
 
         let Some(_recorded) = accounting_state(thread_store)
-            .record_token_usage(turn_store.level_id(), &token_usage.last_token_usage)
+            .record_token_usage(turn_store.level_id(), &token_usage.total_token_usage)
         else {
             return;
         };
diff --git a/codex-rs/ext/goal/tests/accounting.rs b/codex-rs/ext/goal/tests/accounting.rs
new file mode 100644
index 0000000000..99e9c93005
--- /dev/null
+++ b/codex-rs/ext/goal/tests/accounting.rs
@@ -0,0 +1,68 @@
+#![allow(dead_code)]
+
+#[path = "../src/accounting.rs"]
+mod accounting;
+
+use accounting::GoalAccountingState;
+use codex_protocol::config_types::ModeKind;
+use codex_protocol::protocol::TokenUsage;
+use pretty_assertions::assert_eq;
+
+#[test]
+fn goal_accounting_uses_turn_start_baseline_for_exact_deltas() {
+    let state = GoalAccountingState::default();
+    state.start_turn(
+        "turn-1",
+        ModeKind::Default,
+        &token_usage(
+            /*input_tokens*/ 100, /*cached_input_tokens*/ 10, /*output_tokens*/ 30,
+            /*reasoning_output_tokens*/ 5, /*total_tokens*/ 135,
+        ),
+    );
+
+    let recorded = state
+        .record_token_usage(
+            "turn-1",
+            &token_usage(
+                /*input_tokens*/ 120, /*cached_input_tokens*/ 14,
+                /*output_tokens*/ 42, /*reasoning_output_tokens*/ 8,
+                /*total_tokens*/ 162,
+            ),
+        )
+        .expect("token delta should be recorded");
+
+    assert_eq!(28, recorded.turn_delta);
+    assert_eq!(28, recorded.thread_unflushed_delta);
+}
+
+#[test]
+fn goal_accounting_ignores_plan_mode_turns() {
+    let state = GoalAccountingState::default();
+    state.start_turn("turn-1", ModeKind::Plan, &TokenUsage::default());
+
+    let recorded = state.record_token_usage(
+        "turn-1",
+        &token_usage(
+            /*input_tokens*/ 20, /*cached_input_tokens*/ 5, /*output_tokens*/ 8,
+            /*reasoning_output_tokens*/ 2, /*total_tokens*/ 30,
+        ),
+    );
+
+    assert_eq!(None, recorded);
+}
+
+fn token_usage(
+    input_tokens: i64,
+    cached_input_tokens: i64,
+    output_tokens: i64,
+    reasoning_output_tokens: i64,
+    total_tokens: i64,
+) -> TokenUsage {
+    TokenUsage {
+        input_tokens,
+        cached_input_tokens,
+        output_tokens,
+        reasoning_output_tokens,
+        total_tokens,
+    }
+}