diff --git a/CLAUDE/notes/progress.md b/CLAUDE/notes/progress.md
index 819db08..412e9bd 100644
--- a/CLAUDE/notes/progress.md
+++ b/CLAUDE/notes/progress.md
@@ -2,7 +2,7 @@
 
 ## Current Stage: Phase 1 — Research + First Improvement Cycle
 
-### Status: Cycle 7 COMPLETE
+### Status: Cycle 8 COMPLETE
 
 ## Plan Overview
 1. **Phase 0**: Codebase audit — understand current swactor architecture, existing tests, benchmarks ✅
@@ -89,6 +89,23 @@
 - **Benchmarks**: 1 new group — `placement/spawn_under_load` (2t, 4t)
 - **Result**: 60 tests pass, all workspace compiles
 
+### Cycle 8: Dead Actor Cleanup (Memory Leak Fix)
+- **Research**: Audited remaining improvement gaps, found ActorPool and AddressMap both leak
+  permanently poisoned actors. Known class of bug in Akka (#22990), CAF (#420).
+- **Implementation**: Automatic cleanup of poisoned actors after tick_all
+  - `AddressMap::remove()` added to delivery.rs
+  - `ActorPool::cleanup_dead()` collects and removes poisoned actors, returns their addresses
+  - Phase 7 in tick_once: cleanup_dead → remove from address_map → update num_actors stat
+  - Re-publish num_actors after cleanup so stats immediately reflect removal
+- **Behavior change**: Sends to poisoned actors now return Err (address not found) instead of
+  silently discarding. This is better — callers learn the actor is gone.
+- **Tests**: 2 new tests + 2 existing tests updated
+  - `dead_actor_cleaned_up_from_stats_and_address_map` — good actor persists, bad actor removed
+  - `bulk_dead_actor_cleanup` — 20 panicked actors all cleaned up
+  - Updated `send_to_poisoned_actor_is_a_silent_black_hole` — now asserts send returns Err
+  - Updated `poisoned_actor_messages_not_counted_as_processed` — sends fail to cleaned-up actor
+- **Result**: 70 tests pass, all workspace compiles
+
 ### Cycle 7: Actor Recovery (Factory Restart)
 - **Research**: Deep analysis of supervision/recovery across Erlang (supervision trees, restart intensity),
   Akka (Resume/Restart/Stop/Escalate), Kameo (on_panic hook), Actix (Supervised trait), Ractor (SupervisionEvent)
@@ -140,8 +157,9 @@
 - [x] **Cycle 5: Work stealing research + load-aware placement** ✅
 - [x] **Cycle 6: Mailbox backpressure** ✅
 - [x] **Cycle 7: Actor recovery (factory restart)** ✅
-- [ ] **Cycle 8: Next improvement**
-  - Candidates: arena-allocated ActorPool, per-actor mailbox config, tracing integration
+- [x] **Cycle 8: Dead actor cleanup** ✅
+- [ ] **Cycle 9: Next improvement**
+  - Candidates: lifecycle hooks, graceful stop, arena-allocated ActorPool
   - LIFO slot rejected (0-5% benefit for typical workloads, not worth complexity)
 
 ## Open Questions
diff --git a/src/delivery.rs b/src/delivery.rs
index 931d6bc..0d08ef8 100644
--- a/src/delivery.rs
+++ b/src/delivery.rs
@@ -44,6 +44,11 @@ impl AddressMap {
         self.inner.read().unwrap().get(addr).copied()
     }
 
+    /// Remove an actor address from the map (e.g., after permanent poisoning).
+    pub fn remove(&self, addr: &ActorAddress) {
+        self.inner.write().unwrap().remove(addr);
+    }
+
     /// Returns a snapshot of all (address, worker) pairs.
     pub fn snapshot(&self) -> Vec<(ActorAddress, WorkerId)> {
         self.inner
diff --git a/src/worker.rs b/src/worker.rs
index 73923be..486e382 100644
--- a/src/worker.rs
+++ b/src/worker.rs
@@ -165,6 +165,17 @@ impl Worker {
             );
         }
 
+        // 7. Clean up permanently poisoned actors
+        let dead = self.pool.cleanup_dead();
+        if !dead.is_empty() {
+            for addr in &dead {
+                tc.address_map.remove(addr);
+            }
+            // Re-publish num_actors after cleanup so stats reflect removal
+            self.stats.num_actors.store(self.pool.len(), Ordering::Relaxed);
+            did_work = true;
+        }
+
         did_work
     }
 
@@ -374,6 +385,21 @@ impl ActorPool {
         self.actors.values().map(|slot| slot.mailbox.len()).sum()
     }
 
+    /// Remove permanently poisoned actors and return their addresses.
+    /// Called after tick_all so the caller can clean up the address map.
+    pub fn cleanup_dead(&mut self) -> Vec<ActorAddress> {
+        let dead: Vec<ActorAddress> = self
+            .actors
+            .iter()
+            .filter(|(_, slot)| slot.poisoned)
+            .map(|(&addr, _)| addr)
+            .collect();
+        for addr in &dead {
+            self.actors.remove(addr);
+        }
+        dead
+    }
+
     /// Fill `out` with per-actor snapshots, reusing the existing allocation.
     pub fn mailbox_depths_into(&self, out: &mut Vec<ActorSnapshot>) {
         out.clear();
diff --git a/tests/runtime_api.rs b/tests/runtime_api.rs
index 086329b..5c0e086 100644
--- a/tests/runtime_api.rs
+++ b/tests/runtime_api.rs
@@ -930,22 +930,19 @@ fn send_to_poisoned_actor_is_a_silent_black_hole() {
         rt.tick();
     }
 
-    // When I send more messages to it
+    // When I send more messages to it (after cleanup, address is removed)
     let result = rt.send_to(panic_addr, PanicMsg);
 
-    // Then send_to succeeds (address is still in address_map)
+    // Then send_to returns an error (actor has been cleaned up and removed)
     assert!(
-        result.is_ok(),
-        "send_to poisoned actor should succeed from sender's POV"
+        result.is_err(),
+        "send_to cleaned-up actor should return error"
     );
 
-    // And ticking doesn't produce new panics — messages are discarded in tick_all
-    for _ in 0..10 {
-        rt.tick();
-    }
+    // And the original panic was recorded
     let s = rt.stats();
     let panics: u64 = s.workers.iter().map(|w| w.panics).sum();
-    assert_eq!(panics, 1, "poisoned actor should not produce new panics");
+    assert_eq!(panics, 1, "poisoned actor should have recorded one panic");
 }
 
 #[test]
@@ -1112,7 +1109,7 @@ fn multiple_inbox_types_coexist() {
 
 #[test]
 fn poisoned_actor_messages_not_counted_as_processed() {
-    // Given a poisoned actor that then receives 10 more messages
+    // Given a poisoned actor that has been cleaned up
     let rt = Runtime::new(RuntimeConfig::default());
     let panic_addr = rt.spawn(PanicActor).unwrap();
     rt.send_to(panic_addr, PanicMsg).unwrap();
@@ -1122,9 +1119,13 @@ fn poisoned_actor_messages_not_counted_as_processed() {
     let s1 = rt.stats();
     let processed_before: u64 = s1.workers.iter().map(|w| w.messages_processed).sum();
 
-    // When I send 10 messages to the poisoned actor and tick
+    // When I try to send 10 messages to the cleaned-up actor
+    // (sends will fail because actor is removed from address map)
+    let mut send_failures = 0;
     for _ in 0..10 {
-        rt.send_to(panic_addr, PanicMsg).unwrap();
+        if rt.send_to(panic_addr, PanicMsg).is_err() {
+            send_failures += 1;
+        }
     }
     for _ in 0..20 {
         rt.tick();
@@ -1132,10 +1133,11 @@ fn poisoned_actor_messages_not_counted_as_processed() {
     let s2 = rt.stats();
     let processed_after: u64 = s2.workers.iter().map(|w| w.messages_processed).sum();
 
-    // Then the 10 discarded messages should NOT increase the processed count
+    // Then sends fail (actor cleaned up) and processed count unchanged
+    assert_eq!(send_failures, 10, "all sends should fail to cleaned-up actor");
     assert_eq!(
         processed_before, processed_after,
-        "messages discarded by poisoned actors should not be counted as processed"
+        "no additional messages should be processed after cleanup"
     );
 }
 
@@ -1994,6 +1996,65 @@ fn bounded_mailbox_refills_after_processing() {
     assert_eq!(total_drops, 0, "no drops when mailbox drains between batches");
 }
 
+// ── Dead Actor Cleanup Tests ───────────────────────────────────────────────
+
+/// Given an actor that panics and is poisoned,
+/// when ticks continue,
+/// then the actor is removed from stats and sends to its address fail.
+#[test]
+fn dead_actor_cleaned_up_from_stats_and_address_map() {
+    let rt = Runtime::new(RuntimeConfig::default());
+
+    let good = rt.spawn(PingPongActor).unwrap();
+    let bad = rt.spawn(PanicActor).unwrap();
+
+    // Trigger panic
+    let _ = rt.send_to(bad, PanicMsg);
+    for _ in 0..5 { rt.tick(); }
+
+    let stats = rt.stats();
+    // Good actor still present, bad actor cleaned up
+    assert_eq!(stats.workers[0].num_actors, 1, "only the healthy actor should remain");
+    assert!(
+        stats.actors.iter().any(|(a, _)| *a == good),
+        "good actor should be in address map"
+    );
+    assert!(
+        !stats.actors.iter().any(|(a, _)| *a == bad),
+        "poisoned actor should be removed from address map"
+    );
+
+    // Sends to cleaned-up actor fail
+    let result = rt.send_to(bad, PanicMsg);
+    assert!(result.is_err(), "send to cleaned-up actor should fail");
+}
+
+/// Given many actors that all panic,
+/// when ticks proceed,
+/// then all are cleaned up and stats reflect zero actors.
+#[test]
+fn bulk_dead_actor_cleanup() {
+    let rt = Runtime::new(RuntimeConfig::default());
+
+    let mut addrs = Vec::new();
+    for _ in 0..20 {
+        addrs.push(rt.spawn(PanicActor).unwrap());
+    }
+
+    // Trigger all panics
+    for &addr in &addrs {
+        let _ = rt.send_to(addr, PanicMsg);
+    }
+    for _ in 0..10 { rt.tick(); }
+
+    let stats = rt.stats();
+    assert_eq!(stats.workers[0].num_actors, 0, "all poisoned actors should be cleaned up");
+    assert_eq!(
+        stats.actors.len(), 0,
+        "address map should be empty after all actors poisoned"
+    );
+}
+
 // ── Actor Recovery Helpers ──────────────────────────────────────────────────
 
 /// Handles Forward messages, replies Done(value * 2), panics on the panic_at-th message.