diff --git a/hive-ag3nt/assets/agent.css b/hive-ag3nt/assets/agent.css
index a15548c..0cf2227 100644
--- a/hive-ag3nt/assets/agent.css
+++ b/hive-ag3nt/assets/agent.css
@@ -180,6 +180,12 @@ pre.diff {
   font-size: 0.78em;
   letter-spacing: 0.04em;
 }
+.token-usage {
+  color: var(--muted);
+  font-size: 0.8em;
+  letter-spacing: 0.04em;
+  cursor: default;
+}
 .btn-dashlink {
   color: var(--cyan);
   border: 1px solid var(--cyan);
diff --git a/hive-ag3nt/assets/app.js b/hive-ag3nt/assets/app.js
index 8f786c1..3c9461b 100644
--- a/hive-ag3nt/assets/app.js
+++ b/hive-ag3nt/assets/app.js
@@ -412,6 +412,21 @@
     el_.hidden = false;
     el_.textContent = 'model · ' + model;
   }
+  function renderTokenUsage(u) {
+    const el_ = $('token-usage');
+    if (!el_) return;
+    if (!u) { el_.hidden = true; return; }
+    const ctx = u.input_tokens + u.cache_read_input_tokens + u.cache_creation_input_tokens;
+    const fmt = (n) => n >= 1000 ? (n / 1000).toFixed(1) + 'k' : String(n);
+    el_.hidden = false;
+    el_.title = [
+      'input: ' + u.input_tokens,
+      'output: ' + u.output_tokens,
+      'cache_read: ' + u.cache_read_input_tokens,
+      'cache_write: ' + u.cache_creation_input_tokens,
+    ].join(' · ');
+    el_.textContent = '· ctx ' + fmt(ctx) + ' in · ' + fmt(u.output_tokens) + ' out';
+  }
   function renderLastTurn(ms) {
     const el_ = $('last-turn');
     if (!el_) return;
@@ -485,6 +500,7 @@
         setStateAbs(s.turn_state, s.turn_state_since);
       }
       renderModelChip(s.model);
+      renderTokenUsage(s.token_usage);
       // Skip the re-render if nothing structurally changed. The most
       // common case is `online` polling itself — without this guard, the
       // operator's <input value> gets clobbered every cycle.
diff --git a/hive-ag3nt/assets/index.html b/hive-ag3nt/assets/index.html
index c1e7ae4..5ebae41 100644
--- a/hive-ag3nt/assets/index.html
+++ b/hive-ag3nt/assets/index.html
@@ -17,6 +17,7 @@
     <span id="state-badge" class="state-badge state-loading">… booting</span>
     <span id="model-chip" class="model-chip" hidden></span>
     <span id="last-turn" class="last-turn" hidden></span>
+    <span id="token-usage" class="token-usage" hidden></span>
     <button type="button" id="cancel-btn" class="btn-cancel-turn" hidden>■ cancel turn</button>
     <button type="button" id="new-session-btn" class="btn-new-session"
             title="next turn runs without --continue, starting a fresh claude session">↻ new session</button>
diff --git a/hive-ag3nt/src/events.rs b/hive-ag3nt/src/events.rs
index 979b5f4..09a724d 100644
--- a/hive-ag3nt/src/events.rs
+++ b/hive-ag3nt/src/events.rs
@@ -156,6 +156,23 @@ impl EventStore {
     }
 }
 
+/// Token usage emitted by claude in the final `result` stream-json event.
+/// All counts are in tokens. `None` fields mean the server didn't report them.
+#[derive(Debug, Clone, Copy, Default, Serialize, Deserialize, PartialEq, Eq)]
+pub struct TokenUsage {
+    pub input_tokens: u64,
+    pub output_tokens: u64,
+    pub cache_read_input_tokens: u64,
+    pub cache_creation_input_tokens: u64,
+}
+
+impl TokenUsage {
+    /// Total context consumed this turn (input + cache reads + cache writes).
+    pub fn context_tokens(&self) -> u64 {
+        self.input_tokens + self.cache_read_input_tokens + self.cache_creation_input_tokens
+    }
+}
+
 /// Authoritative turn-loop state. The harness owns it; the web UI
 /// reads via `/api/state` and renders. Lives alongside the bus
 /// because everyone who has a `Bus` already has the right handle to
@@ -191,6 +208,12 @@ pub struct Bus {
     /// Model name passed to `claude --model`. Default `haiku`; the
     /// operator can override at runtime via `POST /api/model`.
     model: Arc<Mutex<String>>,
+    /// Last token usage reported by claude (from the `result` stream-json
+    /// event). `None` until the first turn with usage data completes.
+    /// Updated on every turn; survives across turns within one harness
+    /// process lifetime (resets on container restart, which is fine —
+    /// it's a live indicator, not a cumulative counter).
+    last_usage: Arc<Mutex<Option<TokenUsage>>>,
     /// One-shot: next `run_claude` call drops `--continue`, starting
     /// a fresh claude session. Set by `POST /api/new-session` from
     /// the per-agent web UI; consumed (cleared back to false) by the
@@ -220,6 +243,7 @@ impl Bus {
             store,
             state: Arc::new(Mutex::new((TurnState::Idle, now_unix()))),
             model: Arc::new(Mutex::new(initial_model)),
+            last_usage: Arc::new(Mutex::new(None)),
             skip_continue_once: Arc::new(AtomicBool::new(false)),
         }
     }
@@ -258,6 +282,17 @@ impl Bus {
         }
     }
 
+    /// Record the latest token usage from a completed turn.
+    pub fn record_usage(&self, usage: TokenUsage) {
+        *self.last_usage.lock().unwrap() = Some(usage);
+    }
+
+    /// Last known token usage, or `None` if no turn has completed yet.
+    #[must_use]
+    pub fn last_usage(&self) -> Option<TokenUsage> {
+        *self.last_usage.lock().unwrap()
+    }
+
     /// Update the harness's authoritative turn-loop state. Records
     /// the transition time so `state_snapshot` can return a since-age.
     pub fn set_state(&self, next: TurnState) {
diff --git a/hive-ag3nt/src/turn.rs b/hive-ag3nt/src/turn.rs
index 1ff442c..c660b08 100644
--- a/hive-ag3nt/src/turn.rs
+++ b/hive-ag3nt/src/turn.rs
@@ -276,7 +276,34 @@ async fn run_claude(prompt: &str, files: &TurnFiles, bus: &Bus) -> Result<bool>
                 flag_out.store(true, Ordering::Relaxed);
             }
             match serde_json::from_str::<serde_json::Value>(&line) {
-                Ok(v) => bus_out.emit(LiveEvent::Stream(v)),
+                Ok(v) => {
+                    // Extract token usage from the final `result` event and
+                    // store it in the bus for the web UI to surface.
+                    if v.get("type").and_then(|t| t.as_str()) == Some("result") {
+                        if let Some(u) = v.get("usage") {
+                            let usage = crate::events::TokenUsage {
+                                input_tokens: u
+                                    .get("input_tokens")
+                                    .and_then(|v| v.as_u64())
+                                    .unwrap_or(0),
+                                output_tokens: u
+                                    .get("output_tokens")
+                                    .and_then(|v| v.as_u64())
+                                    .unwrap_or(0),
+                                cache_read_input_tokens: u
+                                    .get("cache_read_input_tokens")
+                                    .and_then(|v| v.as_u64())
+                                    .unwrap_or(0),
+                                cache_creation_input_tokens: u
+                                    .get("cache_creation_input_tokens")
+                                    .and_then(|v| v.as_u64())
+                                    .unwrap_or(0),
+                            };
+                            bus_out.record_usage(usage);
+                        }
+                    }
+                    bus_out.emit(LiveEvent::Stream(v));
+                }
                 Err(_) => bus_out.emit(LiveEvent::Note(format!("(non-json) {line}"))),
             }
         }
diff --git a/hive-ag3nt/src/web_ui.rs b/hive-ag3nt/src/web_ui.rs
index 02a9df2..80a142f 100644
--- a/hive-ag3nt/src/web_ui.rs
+++ b/hive-ag3nt/src/web_ui.rs
@@ -196,6 +196,9 @@ struct StateSnapshot {
     /// the operator can see what they just switched to (and what's
     /// in flight). Mutable at runtime via `POST /api/model`.
     model: String,
+    /// Token usage from the last completed turn. `null` until the
+    /// first turn with usage data finishes.
+    token_usage: Option<crate::events::TokenUsage>,
 }
 
 #[derive(Serialize)]
@@ -232,6 +235,7 @@ async fn api_state(State(state): State<AppState>) -> axum::Json<StateSnapshot> {
     let inbox = recent_inbox(&state.socket, state.flavor()).await;
     let (turn_state, turn_state_since) = state.bus.state_snapshot();
     let model = state.bus.model();
+    let token_usage = state.bus.last_usage();
     axum::Json(StateSnapshot {
         label: state.label.clone(),
         dashboard_port,
@@ -241,6 +245,7 @@ async fn api_state(State(state): State<AppState>) -> axum::Json<StateSnapshot> {
         turn_state,
         turn_state_since,
         model,
+        token_usage,
     })
 }