diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 97448ce9..78dc31b2 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -72,6 +72,10 @@ jobs:
         working-directory: libs/third-magic
         run: pytest tests/unit
 
+      - name: Run Integration Tests
+        working-directory: libs/third-magic
+        run: pytest tests/integration
+
   mageflow-mcp-unit-tests:
     name: Unit Tests (Mageflow MCP)
     runs-on: ubuntu-latest
diff --git a/.gitignore b/.gitignore
index 586630ef..483d2d58 100644
--- a/.gitignore
+++ b/.gitignore
@@ -228,4 +228,7 @@ frontend/node_modules/
 /app/.idea/
 /scripts
 /frontend/.idea/
-.planning/
\ No newline at end of file
+.planning/
+# OS / tooling
+.DS_Store
+.codex/
diff --git a/CHANGELOG.md b/CHANGELOG.md
index d2c35117..f1b1e10a 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,7 @@
 
 ### ✨ Added
 
+- **Cascade TTL to container sub-tasks** (#136): Swarm and chain signatures now declare their sub-tasks as `Reference` foreign keys (`sub_task_refs`) with `CascadeTTL()`, and refresh their TTL on any write. Writing to a container therefore cascades a TTL refresh to all of its sub-tasks, keeping the whole subtree alive together (cascade edge-following requires a real Redis Stack).
 - **Container Status / Progress (`mageflow.astatus`)** (#134): Container signatures (swarms and chains) now expose an `astatus()` method returning a structured `ContainerStatus` (total / finished / failed / running / pending, terminal-state percentage, and completion flag). The new `mageflow.astatus(*ids)` loads several containers in a single Redis lookup and returns a `ContainersStatus` with an aggregate `overall_percentage`, raising on missing or non-container ids.
 - **Signing Hatchet Workflows (`MageWorkflow`)**: Native Hatchet `Workflow` objects can now be tracked by mageflow's signature lifecycle, enabling status callbacks (success/failure) without wrapping tasks in mageflow decorators.
 
@@ -15,6 +16,7 @@
 
 ### 🔄 Changed
 
+- **Rapyer bumped to `>=1.3.4`** (#136): all workspaces now require rapyer 1.3.x for `Reference` foreign keys, `CascadeTTL`, and action-scoped `refresh_ttl`. Adapted to 1.3.x changes: instance `apipeline` re-fetches on entry (swarm `add_tasks` uses `ignore_redis_error=True`), and `RedisConfig` is now a pydantic model (`apply_ttl_config` uses `model_copy` instead of `dataclasses.replace`).
 - **App Renamed to Mage Voyance**: Product name changed from "Mageflow Viewer" to "Mage Voyance" across the Tauri config, tray tooltip, onboarding, splash screen, and Homebrew cask.
 
 ### 🔒 Security
diff --git a/libs/mage-voyance/pyproject.toml b/libs/mage-voyance/pyproject.toml
index 80ede843..a09e718a 100644
--- a/libs/mage-voyance/pyproject.toml
+++ b/libs/mage-voyance/pyproject.toml
@@ -9,7 +9,7 @@ license = {text = "MIT"}
 requires-python = ">=3.10,<3.14"
 dependencies = [
     "thirdmagic>=0.0.4,<0.1.0",
-    "rapyer>=1.2.5,<1.3.0",
+    "rapyer>=1.3.4,<1.4.0",
     "pydantic>=2.0.0,<3.0.0",
     "uvicorn>=0.34.0,<1.0.0",
     "fastapi>=0.115.0,<1.0.0",
diff --git a/libs/mage-voyance/uv.lock b/libs/mage-voyance/uv.lock
index 0a63bb1d..edf09d9e 100644
--- a/libs/mage-voyance/uv.lock
+++ b/libs/mage-voyance/uv.lock
@@ -154,7 +154,7 @@ requires-dist = [
     { name = "pydantic", specifier = ">=2.0.0,<3.0.0" },
     { name = "pytest", marker = "extra == 'dev'", specifier = ">=9.0.2,<10.0.0" },
     { name = "pytest-asyncio", marker = "extra == 'dev'", specifier = ">=1.2.0,<2.0.0" },
-    { name = "rapyer", specifier = ">=1.2.5,<1.3.0" },
+    { name = "rapyer", specifier = ">=1.3.4,<1.4.0" },
     { name = "thirdmagic", directory = "../third-magic" },
     { name = "uvicorn", specifier = ">=0.34.0,<1.0.0" },
 ]
@@ -326,15 +326,15 @@ wheels = [
 
 [[package]]
 name = "rapyer"
-version = "1.2.5"
+version = "1.3.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "pydantic" },
     { name = "redis" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f1/1b/17510f5d8c33ccb495e015b359a0665f891023527750d87b13a5d6c5b5d8/rapyer-1.2.5.tar.gz", hash = "sha256:f3819a52ab58ea2afd7d3e17918112d7454573d75b03fb218017f71665b2e003", size = 3094493, upload-time = "2026-03-05T16:04:52.242Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ac/f8/9c5448f68ab88ac30037cacfd0cb8d17342133abf0289d942623d6b2f347/rapyer-1.3.4.tar.gz", hash = "sha256:cd61c9708c0b7568b473368fdea46671569d1a90d5d0b6c96ec280953f9b6de8", size = 3226823, upload-time = "2026-07-21T13:56:17.67Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f7/ea/b2898f92121bb3b8dccc4f77d26fc712b0166016c357a113fa9a7fb17db5/rapyer-1.2.5-py3-none-any.whl", hash = "sha256:d7e10c538f9e0d747e674848ec532b78a16a0bf2f5dcf78f8846c6624c8d8802", size = 44679, upload-time = "2026-03-05T16:04:50.761Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/14/c32b0f348c88f552d541b06910f28ea411b233158478b907a7157254422a/rapyer-1.3.4-py3-none-any.whl", hash = "sha256:229376bb8e2094a1f1e02e9980aa382fc9979196cd610c60ce07f4990ab8dcf3", size = 86601, upload-time = "2026-07-21T13:56:16.299Z" },
 ]
 
 [[package]]
@@ -380,7 +380,7 @@ requires-dist = [
     { name = "pydantic", specifier = ">=2.0.0,<3.0.0" },
     { name = "pytest", marker = "extra == 'dev'", specifier = ">=9.0.2,<10.0.0" },
     { name = "pytest-asyncio", marker = "extra == 'dev'", specifier = ">=1.2.0,<2.0.0" },
-    { name = "rapyer", specifier = ">=1.2.5,<1.3.0" },
+    { name = "rapyer", specifier = ">=1.3.4,<1.4.0" },
     { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.15.5" },
 ]
 provides-extras = ["dev"]
diff --git a/libs/mageflow-e2e/uv.lock b/libs/mageflow-e2e/uv.lock
index b8116cbc..d0d15d8a 100644
--- a/libs/mageflow-e2e/uv.lock
+++ b/libs/mageflow-e2e/uv.lock
@@ -1112,15 +1112,15 @@ wheels = [
 
 [[package]]
 name = "rapyer"
-version = "1.2.5"
+version = "1.3.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "pydantic" },
     { name = "redis" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f1/1b/17510f5d8c33ccb495e015b359a0665f891023527750d87b13a5d6c5b5d8/rapyer-1.2.5.tar.gz", hash = "sha256:f3819a52ab58ea2afd7d3e17918112d7454573d75b03fb218017f71665b2e003", size = 3094493, upload-time = "2026-03-05T16:04:52.242Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ac/f8/9c5448f68ab88ac30037cacfd0cb8d17342133abf0289d942623d6b2f347/rapyer-1.3.4.tar.gz", hash = "sha256:cd61c9708c0b7568b473368fdea46671569d1a90d5d0b6c96ec280953f9b6de8", size = 3226823, upload-time = "2026-07-21T13:56:17.67Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f7/ea/b2898f92121bb3b8dccc4f77d26fc712b0166016c357a113fa9a7fb17db5/rapyer-1.2.5-py3-none-any.whl", hash = "sha256:d7e10c538f9e0d747e674848ec532b78a16a0bf2f5dcf78f8846c6624c8d8802", size = 44679, upload-time = "2026-03-05T16:04:50.761Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/14/c32b0f348c88f552d541b06910f28ea411b233158478b907a7157254422a/rapyer-1.3.4-py3-none-any.whl", hash = "sha256:229376bb8e2094a1f1e02e9980aa382fc9979196cd610c60ce07f4990ab8dcf3", size = 86601, upload-time = "2026-07-21T13:56:16.299Z" },
 ]
 
 [[package]]
@@ -1225,7 +1225,7 @@ requires-dist = [
     { name = "pydantic", specifier = ">=2.0.0,<3.0.0" },
     { name = "pytest", marker = "extra == 'dev'", specifier = ">=9.0.2,<10.0.0" },
     { name = "pytest-asyncio", marker = "extra == 'dev'", specifier = ">=1.2.0,<2.0.0" },
-    { name = "rapyer", specifier = ">=1.2.5,<1.3.0" },
+    { name = "rapyer", specifier = ">=1.3.4,<1.4.0" },
     { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.15.5" },
 ]
 provides-extras = ["dev"]
diff --git a/libs/mageflow-mcp/pyproject.toml b/libs/mageflow-mcp/pyproject.toml
index 70e0a159..c85bbec8 100644
--- a/libs/mageflow-mcp/pyproject.toml
+++ b/libs/mageflow-mcp/pyproject.toml
@@ -37,7 +37,7 @@ dependencies = [
     "pyjwt>=2.12.0",  # TODO: remove when mcp updates past pyjwt 2.11.0 — pinned only for CVE-2024-53861
     "pydantic>=2.11.0,<3.0.0",
     "thirdmagic>=0.0.1",
-    "rapyer>=1.2.3,<1.3.0",
+    "rapyer>=1.3.4,<1.4.0",
     "httpx>=0.27.1,<1.0.0",
 ]
 
diff --git a/libs/mageflow-mcp/uv.lock b/libs/mageflow-mcp/uv.lock
index 8a930db4..f2fe15dd 100644
--- a/libs/mageflow-mcp/uv.lock
+++ b/libs/mageflow-mcp/uv.lock
@@ -1004,7 +1004,7 @@ requires-dist = [
     { name = "pyjwt", specifier = ">=2.12.0" },
     { name = "pytest", marker = "extra == 'dev'", specifier = ">=9.0.2,<10.0.0" },
     { name = "pytest-asyncio", marker = "extra == 'dev'", specifier = ">=1.2.0,<2.0.0" },
-    { name = "rapyer", specifier = ">=1.2.3,<1.3.0" },
+    { name = "rapyer", specifier = ">=1.3.4,<1.4.0" },
     { name = "requests", marker = "extra == 'integration'", specifier = ">=2.33.0,<3.0.0" },
     { name = "thirdmagic", directory = "../third-magic" },
 ]
@@ -1614,15 +1614,15 @@ wheels = [
 
 [[package]]
 name = "rapyer"
-version = "1.2.5"
+version = "1.3.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "pydantic" },
     { name = "redis" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f1/1b/17510f5d8c33ccb495e015b359a0665f891023527750d87b13a5d6c5b5d8/rapyer-1.2.5.tar.gz", hash = "sha256:f3819a52ab58ea2afd7d3e17918112d7454573d75b03fb218017f71665b2e003", size = 3094493, upload-time = "2026-03-05T16:04:52.242Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ac/f8/9c5448f68ab88ac30037cacfd0cb8d17342133abf0289d942623d6b2f347/rapyer-1.3.4.tar.gz", hash = "sha256:cd61c9708c0b7568b473368fdea46671569d1a90d5d0b6c96ec280953f9b6de8", size = 3226823, upload-time = "2026-07-21T13:56:17.67Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f7/ea/b2898f92121bb3b8dccc4f77d26fc712b0166016c357a113fa9a7fb17db5/rapyer-1.2.5-py3-none-any.whl", hash = "sha256:d7e10c538f9e0d747e674848ec532b78a16a0bf2f5dcf78f8846c6624c8d8802", size = 44679, upload-time = "2026-03-05T16:04:50.761Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/14/c32b0f348c88f552d541b06910f28ea411b233158478b907a7157254422a/rapyer-1.3.4-py3-none-any.whl", hash = "sha256:229376bb8e2094a1f1e02e9980aa382fc9979196cd610c60ce07f4990ab8dcf3", size = 86601, upload-time = "2026-07-21T13:56:16.299Z" },
 ]
 
 [[package]]
@@ -1861,7 +1861,7 @@ requires-dist = [
     { name = "pydantic", specifier = ">=2.0.0,<3.0.0" },
     { name = "pytest", marker = "extra == 'dev'", specifier = ">=9.0.2,<10.0.0" },
     { name = "pytest-asyncio", marker = "extra == 'dev'", specifier = ">=1.2.0,<2.0.0" },
-    { name = "rapyer", specifier = ">=1.2.5,<1.3.0" },
+    { name = "rapyer", specifier = ">=1.3.4,<1.4.0" },
     { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.15.5" },
 ]
 provides-extras = ["dev"]
diff --git a/libs/mageflow/mageflow/config.py b/libs/mageflow/mageflow/config.py
index 8e9f3919..5626c50c 100644
--- a/libs/mageflow/mageflow/config.py
+++ b/libs/mageflow/mageflow/config.py
@@ -1,4 +1,3 @@
-import dataclasses
 from dataclasses import field
 from typing import Optional
 
@@ -47,6 +46,6 @@ def apply_ttl_config(ttl_config: TTLConfig):
         active_ttl = sig_config.active_ttl or ttl_config.active_ttl
         done_ttl = sig_config.ttl_when_sign_done or ttl_config.ttl_when_sign_done
 
-        sig_type.Meta = dataclasses.replace(sig_type.Meta, ttl=active_ttl)
+        sig_type.Meta = sig_type.Meta.model_copy(update={"ttl": active_ttl})
         if issubclass(sig_type, Signature):
             sig_type.SignatureSettings = SignatureConfig(ttl_when_sign_done=done_ttl)
diff --git a/libs/mageflow/tests/integration/hatchet/assertions.py b/libs/mageflow/tests/integration/hatchet/assertions.py
index 71d4f378..098f60a2 100644
--- a/libs/mageflow/tests/integration/hatchet/assertions.py
+++ b/libs/mageflow/tests/integration/hatchet/assertions.py
@@ -431,7 +431,7 @@ def assert_chain_done(
     chain_tasks = [task_map[task_id] for task_id in chain_signature.tasks]
     assert_tasks_in_order(wf_by_signature, chain_tasks)
     output_value = None
-    for chain_task_id in chain_signature.tasks:
+    for chain_task_id in chain_signature.task_ids:
         input_params = chain_kwargs.copy()
         task = task_map[chain_task_id]
         if output_value is not None:
diff --git a/libs/mageflow/tests/integration/hatchet/swarm/test_edge_cases.py b/libs/mageflow/tests/integration/hatchet/swarm/test_edge_cases.py
index 7f3ec09f..25ebbcdd 100644
--- a/libs/mageflow/tests/integration/hatchet/swarm/test_edge_cases.py
+++ b/libs/mageflow/tests/integration/hatchet/swarm/test_edge_cases.py
@@ -34,7 +34,7 @@ async def test__sub_task_is_cancelled__swarm_still_finish(
     for i in range(2):
         await swarm.aio_run_in_swarm(task1, regular_message, options=trigger_options)
     await swarm.close_swarm()
-    tasks = await TaskSignature.afind(*swarm.tasks)
+    tasks = await TaskSignature.afind(*swarm.task_ids)
     await asyncio.sleep(15)
 
     # Assert
diff --git a/libs/mageflow/tests/integration/hatchet/test_complex_scenarios.py b/libs/mageflow/tests/integration/hatchet/test_complex_scenarios.py
index b6d462a3..124945fa 100644
--- a/libs/mageflow/tests/integration/hatchet/test_complex_scenarios.py
+++ b/libs/mageflow/tests/integration/hatchet/test_complex_scenarios.py
@@ -90,11 +90,11 @@ async def test__swarm_with_swarms_and_chains__sanity(
         assert_chain_done(runs, chain, tasks, check_callbacks=False)
 
         # Check kwargs for an inner task was called
-        signed_task = tasks_map[chain.tasks[-1]]
+        signed_task = tasks_map[chain.task_ids[-1]]
         assert_signature_done(runs, signed_task, field_int=field_int_val)
 
         # Check the first task is called with msg params
-        first_task = tasks_map[chain.tasks[0]]
+        first_task = tasks_map[chain.task_ids[0]]
         assert_signature_done(runs, first_task, **msg_dump, **main_swarm_kwargs)
 
         # Check error was not called
@@ -116,9 +116,9 @@ async def test__swarm_with_swarms_and_chains__sanity(
         # **main_swarm_kwargs
     )
     # Assert swarms were called with params
-    first_task = tasks_map[base_swarm.tasks[0]]
+    first_task = tasks_map[base_swarm.task_ids[0]]
     assert_signature_done(runs, first_task, base_data=test_ctx)
-    second_task = tasks_map[base_swarm.tasks[1]]
+    second_task = tasks_map[base_swarm.task_ids[1]]
     assert_signature_done(runs, second_task, **msg_dump)
 
     # Check final success was called
diff --git a/libs/mageflow/tests/unit/idempotency/test_chain_workflows_idempotent.py b/libs/mageflow/tests/unit/idempotency/test_chain_workflows_idempotent.py
index 34189ebb..1f502800 100644
--- a/libs/mageflow/tests/unit/idempotency/test_chain_workflows_idempotent.py
+++ b/libs/mageflow/tests/unit/idempotency/test_chain_workflows_idempotent.py
@@ -110,7 +110,7 @@ async def test__chain_end_fail_on_remove_task__able_to_delete(
                 setup.msg.chain_results, setup.lifecycle_manager, setup.logger
             )
 
-    sub_tasks_exists = await redis_client.exists(*setup.chain_signature.tasks)
+    sub_tasks_exists = await redis_client.exists(*setup.chain_signature.task_ids)
     assert not sub_tasks_exists
     await chain_end_task(setup.msg.chain_results, setup.lifecycle_manager, setup.logger)
     chain_exists = await redis_client.exists(*setup.chain_signature.key)
@@ -219,7 +219,7 @@ async def test__chain_error_fail_on_remove_task__able_to_delete(
                 setup.logger,
             )
 
-    sub_tasks_exists = await redis_client.exists(*setup.chain_signature.tasks)
+    sub_tasks_exists = await redis_client.exists(*setup.chain_signature.task_ids)
     assert not sub_tasks_exists
     await chain_end_task(setup.msg.chain_results, setup.lifecycle_manager, setup.logger)
     chain_exists = await redis_client.exists(*setup.chain_signature.key)
diff --git a/libs/mageflow/tests/unit/idempotency/test_fill_running_tasks_idempotent.py b/libs/mageflow/tests/unit/idempotency/test_fill_running_tasks_idempotent.py
index f49c54ae..72607874 100644
--- a/libs/mageflow/tests/unit/idempotency/test_fill_running_tasks_idempotent.py
+++ b/libs/mageflow/tests/unit/idempotency/test_fill_running_tasks_idempotent.py
@@ -90,7 +90,7 @@ async def test_two_consecutive_calls_ignore_second_call__no_concurrency_resource
     )
 
     reloaded_swarm = await SwarmTaskSignature.aget(swarm_signature.key)
-    assert reloaded_swarm.tasks_left_to_run == swarm_signature.tasks[-2:]
+    assert reloaded_swarm.tasks_left_to_run == swarm_signature.task_ids[-2:]
     reloaded_publish_state = await PublishState.aget(
         swarm_signature.publishing_state_id
     )
diff --git a/libs/mageflow/tests/unit/test_remove_ttl.py b/libs/mageflow/tests/unit/test_remove_ttl.py
index 2a97f309..4b606fd3 100644
--- a/libs/mageflow/tests/unit/test_remove_ttl.py
+++ b/libs/mageflow/tests/unit/test_remove_ttl.py
@@ -1,5 +1,3 @@
-import dataclasses
-
 import pytest
 from thirdmagic.consts import REMOVED_TASK_TTL
 from thirdmagic.signature import Signature
@@ -29,9 +27,11 @@ def _apply_ttl():
         )
     )
     yield
-    PublishState.Meta = dataclasses.replace(PublishState.Meta, ttl=original_publish_ttl)
+    PublishState.Meta = PublishState.Meta.model_copy(
+        update={"ttl": original_publish_ttl}
+    )
     for cls, orig_ttl, orig_settings in originals:
-        cls.Meta = dataclasses.replace(cls.Meta, ttl=orig_ttl)
+        cls.Meta = cls.Meta.model_copy(update={"ttl": orig_ttl})
         cls.SignatureSettings = orig_settings
 
 
diff --git a/libs/mageflow/tests/unit/test_ttl_config.py b/libs/mageflow/tests/unit/test_ttl_config.py
index 705c9e75..f3780a2c 100644
--- a/libs/mageflow/tests/unit/test_ttl_config.py
+++ b/libs/mageflow/tests/unit/test_ttl_config.py
@@ -1,5 +1,3 @@
-import dataclasses
-
 import pytest
 from thirdmagic.chain import ChainTaskSignature
 from thirdmagic.consts import REMOVED_TASK_TTL
@@ -22,7 +20,7 @@ def _restore_signature_class_vars():
     originals = [(cls, cls.Meta.ttl, cls.SignatureSettings) for cls in classes]
     yield
     for cls, orig_ttl, orig_settings in originals:
-        cls.Meta = dataclasses.replace(cls.Meta, ttl=orig_ttl)
+        cls.Meta = cls.Meta.model_copy(update={"ttl": orig_ttl})
         cls.SignatureSettings = orig_settings
 
 
@@ -61,7 +59,7 @@ def test_publish_state_follows_swarm_config():
     assert PublishState.Meta.ttl == 777
 
 
-def test_dataclasses_replace_preserves_other_fields():
+def test_apply_ttl_config_preserves_other_fields():
     original_refresh = TaskSignature.Meta.refresh_ttl
     apply_ttl_config(
         TTLConfig(
diff --git a/libs/mageflow/tests/unit/workflows/test_workflow_composition.py b/libs/mageflow/tests/unit/workflows/test_workflow_composition.py
index ec3d4570..f0b10b90 100644
--- a/libs/mageflow/tests/unit/workflows/test_workflow_composition.py
+++ b/libs/mageflow/tests/unit/workflows/test_workflow_composition.py
@@ -63,7 +63,7 @@ async def test_workflow_in_chain_creates_correct_subtasks(workflow, hatchet_adap
     assert len(chain_sig.tasks) == 2
 
     # First sub-task should be the workflow-derived TaskSignature
-    wf_task = await rapyer.afind_one(chain_sig.tasks[0])
+    wf_task = await rapyer.afind_one(chain_sig.task_ids[0])
     assert wf_task is not None
     assert isinstance(wf_task, TaskSignature)
     assert wf_task.task_name == workflow.name
@@ -79,7 +79,7 @@ async def test_workflow_in_chain_subtask_has_container_id(workflow, hatchet_adap
 
     chain_sig = await mageflow.achain([workflow, task_sig])
 
-    wf_task = await rapyer.afind_one(chain_sig.tasks[0])
+    wf_task = await rapyer.afind_one(chain_sig.task_ids[0])
     assert wf_task is not None
     assert wf_task.signature_container_id == chain_sig.key
 
@@ -101,8 +101,8 @@ async def test_workflow_in_chain_with_raw_object(workflow, hatchet_adapter):
     assert isinstance(chain_sig, ChainTaskSignature)
     assert len(chain_sig.tasks) == 2
 
-    first_task = await rapyer.afind_one(chain_sig.tasks[0])
-    second_task = await rapyer.afind_one(chain_sig.tasks[1])
+    first_task = await rapyer.afind_one(chain_sig.task_ids[0])
+    second_task = await rapyer.afind_one(chain_sig.task_ids[1])
 
     assert first_task is not None
     assert second_task is not None
@@ -133,7 +133,7 @@ async def test_workflow_in_swarm_tracked_as_single_unit(workflow, hatchet_adapte
 
     assert isinstance(swarm, SwarmTaskSignature)
     assert len(swarm.tasks) == 1
-    assert swarm.tasks[0] == wf_sig.key
+    assert swarm.task_ids[0] == wf_sig.key
 
 
 @pytest.mark.asyncio
@@ -176,7 +176,7 @@ async def test_workflow_raw_object_in_swarm_tracked_as_single_unit(
     assert isinstance(swarm, SwarmTaskSignature)
     assert len(swarm.tasks) == 1
 
-    wf_task = await rapyer.afind_one(swarm.tasks[0])
+    wf_task = await rapyer.afind_one(swarm.task_ids[0])
     assert wf_task is not None
     assert isinstance(wf_task, TaskSignature)
     assert wf_task.task_name == workflow.name
diff --git a/libs/mageflow/uv.lock b/libs/mageflow/uv.lock
index df6e5372..d9653c53 100644
--- a/libs/mageflow/uv.lock
+++ b/libs/mageflow/uv.lock
@@ -1302,15 +1302,15 @@ wheels = [
 
 [[package]]
 name = "rapyer"
-version = "1.2.5"
+version = "1.3.4"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "pydantic" },
     { name = "redis" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/f1/1b/17510f5d8c33ccb495e015b359a0665f891023527750d87b13a5d6c5b5d8/rapyer-1.2.5.tar.gz", hash = "sha256:f3819a52ab58ea2afd7d3e17918112d7454573d75b03fb218017f71665b2e003", size = 3094493, upload-time = "2026-03-05T16:04:52.242Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ac/f8/9c5448f68ab88ac30037cacfd0cb8d17342133abf0289d942623d6b2f347/rapyer-1.3.4.tar.gz", hash = "sha256:cd61c9708c0b7568b473368fdea46671569d1a90d5d0b6c96ec280953f9b6de8", size = 3226823, upload-time = "2026-07-21T13:56:17.67Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/f7/ea/b2898f92121bb3b8dccc4f77d26fc712b0166016c357a113fa9a7fb17db5/rapyer-1.2.5-py3-none-any.whl", hash = "sha256:d7e10c538f9e0d747e674848ec532b78a16a0bf2f5dcf78f8846c6624c8d8802", size = 44679, upload-time = "2026-03-05T16:04:50.761Z" },
+    { url = "https://files.pythonhosted.org/packages/0c/14/c32b0f348c88f552d541b06910f28ea411b233158478b907a7157254422a/rapyer-1.3.4-py3-none-any.whl", hash = "sha256:229376bb8e2094a1f1e02e9980aa382fc9979196cd610c60ce07f4990ab8dcf3", size = 86601, upload-time = "2026-07-21T13:56:16.299Z" },
 ]
 
 [[package]]
@@ -1440,7 +1440,7 @@ requires-dist = [
     { name = "pydantic", specifier = ">=2.0.0,<3.0.0" },
     { name = "pytest", marker = "extra == 'dev'", specifier = ">=9.0.2,<10.0.0" },
     { name = "pytest-asyncio", marker = "extra == 'dev'", specifier = ">=1.2.0,<2.0.0" },
-    { name = "rapyer", specifier = ">=1.2.5,<1.3.0" },
+    { name = "rapyer", specifier = ">=1.3.4,<1.4.0" },
     { name = "ruff", marker = "extra == 'dev'", specifier = ">=0.15.5" },
 ]
 provides-extras = ["dev"]
diff --git a/libs/third-magic/pyproject.toml b/libs/third-magic/pyproject.toml
index a76726cf..1d921cc5 100644
--- a/libs/third-magic/pyproject.toml
+++ b/libs/third-magic/pyproject.toml
@@ -8,7 +8,7 @@ authors = [
 license = {text = "MIT"}
 requires-python = ">=3.10,<3.14"
 dependencies = [
-    "rapyer>=1.2.5,<1.3.0",
+    "rapyer>=1.3.4,<1.4.0",
     "pydantic>=2.0.0,<3.0.0",
 ]
 [project.optional-dependencies]
@@ -20,6 +20,7 @@ dev = [
     "hatchet-sdk>=1.23.0",
     "black>=26.1.0",
     "ruff>=0.15.5",
+    "testcontainers[redis]>=4.14.0,<5.0.0",
 ]
 
 [build-system]
diff --git a/libs/third-magic/tests/integration/__init__.py b/libs/third-magic/tests/integration/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/libs/third-magic/tests/integration/conftest.py b/libs/third-magic/tests/integration/conftest.py
new file mode 100644
index 00000000..1c13d64f
--- /dev/null
+++ b/libs/third-magic/tests/integration/conftest.py
@@ -0,0 +1,46 @@
+import warnings
+from unittest.mock import MagicMock
+
+import pytest
+import pytest_asyncio
+import rapyer
+
+from thirdmagic.clients import BaseClientAdapter
+from thirdmagic.signature import Signature
+
+# Cascade needs a real Redis Stack (Functions + RedisJSON); fakeredis cannot emulate it.
+REDIS_STACK_IMAGE = "redis/redis-stack-server:7.2.0-v13"
+
+
+@pytest_asyncio.fixture(scope="session", loop_scope="session")
+async def _redis_container():
+    with warnings.catch_warnings():
+        warnings.filterwarnings(
+            "ignore",
+            message="The @wait_container_is_ready decorator is deprecated.*",
+            category=DeprecationWarning,
+        )
+        from testcontainers.redis import AsyncRedisContainer
+
+    with AsyncRedisContainer(image=REDIS_STACK_IMAGE) as container:
+        client = await container.get_async_client(decode_responses=True)
+        yield client
+        await client.aclose()
+
+
+@pytest_asyncio.fixture(loop_scope="session")
+async def real_redis(_redis_container):
+    await _redis_container.flushall()
+    await rapyer.init_rapyer(_redis_container)
+    try:
+        yield _redis_container
+    finally:
+        await rapyer.teardown_rapyer()
+        await _redis_container.flushall()
+
+
+@pytest.fixture
+def mock_adapter():
+    adapter = MagicMock(spec=BaseClientAdapter)
+    Signature.ClientAdapter = adapter
+    yield adapter
diff --git a/libs/third-magic/tests/integration/test_cascade_ttl.py b/libs/third-magic/tests/integration/test_cascade_ttl.py
new file mode 100644
index 00000000..5fdde3b0
--- /dev/null
+++ b/libs/third-magic/tests/integration/test_cascade_ttl.py
@@ -0,0 +1,50 @@
+import pytest
+from pydantic import BaseModel
+
+import thirdmagic
+
+SHORT_TTL = 100
+ACTIVE_TTL = 24 * 60 * 60
+
+
+class Msg(BaseModel):
+    x: int = 0
+
+
+@pytest.mark.asyncio(loop_scope="session")
+async def test_swarm_write_cascades_ttl_to_sub_tasks(real_redis, mock_adapter):
+    # Arrange
+    swarm = await thirdmagic.swarm(task_name="cascade_swarm")
+    tasks = [
+        await thirdmagic.sign(f"cascade_task_{i}", model_validators=Msg)
+        for i in range(3)
+    ]
+    await swarm.add_tasks(tasks)
+    for task in tasks:
+        await real_redis.expire(task.key, SHORT_TTL)
+
+    # Act: an ordinary write on the swarm refreshes and cascades TTL to its sub-tasks
+    await swarm.close_swarm(should_check_swarm=False)
+
+    # Assert
+    for task in tasks:
+        assert await real_redis.ttl(task.key) > SHORT_TTL
+
+
+@pytest.mark.asyncio(loop_scope="session")
+async def test_chain_write_cascades_ttl_to_sub_tasks(real_redis, mock_adapter):
+    # Arrange
+    tasks = [
+        await thirdmagic.sign(f"cascade_chain_task_{i}", model_validators=Msg)
+        for i in range(3)
+    ]
+    chain = await thirdmagic.chain([task.key for task in tasks])
+    for task in tasks:
+        await real_redis.expire(task.key, SHORT_TTL)
+
+    # Act: an ordinary write on the chain refreshes and cascades TTL to its sub-tasks
+    await chain.aupdate(task_name=chain.task_name)
+
+    # Assert
+    for task in tasks:
+        assert await real_redis.ttl(task.key) > SHORT_TTL
diff --git a/libs/third-magic/tests/unit/change_status/test_swarm.py b/libs/third-magic/tests/unit/change_status/test_swarm.py
index c6d0994c..6abc1fc3 100644
--- a/libs/third-magic/tests/unit/change_status/test_swarm.py
+++ b/libs/third-magic/tests/unit/change_status/test_swarm.py
@@ -223,7 +223,7 @@ async def test_swarm_suspend_sanity(swarm_with_tasks):
         swarm_data.swarm_signature, SignatureStatus.SUSPENDED
     )
     await assert_tasks_changed_status(
-        swarm_data.swarm_signature.tasks, SignatureStatus.SUSPENDED
+        swarm_data.swarm_signature.task_ids, SignatureStatus.SUSPENDED
     )
     await assert_tasks_changed_status(
         swarm_data.task_signatures, SignatureStatus.SUSPENDED
diff --git a/libs/third-magic/tests/unit/creation/test_chain.py b/libs/third-magic/tests/unit/creation/test_chain.py
index 7037204c..e58efce7 100644
--- a/libs/third-magic/tests/unit/creation/test_chain.py
+++ b/libs/third-magic/tests/unit/creation/test_chain.py
@@ -96,7 +96,7 @@ async def test_chain_creation_with_various_task_types_loads_correctly_from_redis
     # Assert
     loaded_chain = await ChainTaskSignature.aget(chain_signature.key)
     assert isinstance(loaded_chain, ChainTaskSignature)
-    assert loaded_chain.tasks == [task.key for task in tasks]
+    assert loaded_chain.task_ids == [task.key for task in tasks]
 
     for task in tasks:
         loaded_task = await TaskSignature.aget(task.key)
@@ -148,7 +148,7 @@ async def test_chain_success_callbacks_tasks_linked_via_container_sanity():
 
     loaded_chain = await ChainTaskSignature.aget(chain_signature.key)
     assert isinstance(loaded_chain, ChainTaskSignature)
-    assert loaded_chain.tasks == [task1.key, task2.key, task3.key]
+    assert loaded_chain.task_ids == [task1.key, task2.key, task3.key]
 
 
 @pytest.mark.asyncio
diff --git a/libs/third-magic/tests/unit/creation/test_chain_and_swarm.py b/libs/third-magic/tests/unit/creation/test_chain_and_swarm.py
index dca38caa..a7e962b5 100644
--- a/libs/third-magic/tests/unit/creation/test_chain_and_swarm.py
+++ b/libs/third-magic/tests/unit/creation/test_chain_and_swarm.py
@@ -106,7 +106,7 @@ async def test_chain_with_mixed_task_types_loads_and_chains_correctly_sanity(
     loaded_chain = await assert_task_reloaded_as_type(
         chain_signature.key, ChainTaskSignature
     )
-    assert loaded_chain.tasks == [simple_task.key, swarm_task.key, final_task.key]
+    assert loaded_chain.task_ids == [simple_task.key, swarm_task.key, final_task.key]
 
 
 @pytest.mark.asyncio
diff --git a/libs/third-magic/tests/unit/publish/test_aio_run_in_swarm.py b/libs/third-magic/tests/unit/publish/test_aio_run_in_swarm.py
index 95742ddf..2df80fed 100644
--- a/libs/third-magic/tests/unit/publish/test_aio_run_in_swarm.py
+++ b/libs/third-magic/tests/unit/publish/test_aio_run_in_swarm.py
@@ -43,8 +43,8 @@ async def test_aio_run_tasks_in_swarm_each_task_gets_own_message(mock_adapter):
     await swarm.aio_run_tasks_in_swarm([t1, t2], [msg1, msg2])
 
     reloaded = await SwarmTaskSignature.aget(swarm.key)
-    sub1 = await TaskSignature.aget(reloaded.tasks[0])
-    sub2 = await TaskSignature.aget(reloaded.tasks[1])
+    sub1 = await TaskSignature.aget(reloaded.task_ids[0])
+    sub2 = await TaskSignature.aget(reloaded.task_ids[1])
     assert sub1.kwargs["base_data"] == {"a": 1}
     assert sub2.kwargs["base_data"] == {"b": 2}
 
@@ -143,8 +143,8 @@ async def test_aio_run_in_swarm_list_tasks_all_get_same_kwargs(mock_adapter):
     await swarm.aio_run_in_swarm([t1, t2], msg)
 
     reloaded = await SwarmTaskSignature.aget(swarm.key)
-    sub1 = await TaskSignature.aget(reloaded.tasks[0])
-    sub2 = await TaskSignature.aget(reloaded.tasks[1])
+    sub1 = await TaskSignature.aget(reloaded.task_ids[0])
+    sub2 = await TaskSignature.aget(reloaded.task_ids[1])
     assert sub1.kwargs["base_data"] == {"shared": "data"}
     assert sub2.kwargs["base_data"] == {"shared": "data"}
 
@@ -239,7 +239,7 @@ async def capture_redis_state_on_call(swarm_arg, **kwargs):
             reloaded = await SwarmTaskSignature.aget(swarm_arg.key)
             snapshots.append(
                 {
-                    "tasks": list(reloaded.tasks),
+                    "tasks": list(reloaded.task_ids),
                     "tasks_left_to_run": list(reloaded.tasks_left_to_run),
                 }
             )
diff --git a/libs/third-magic/tests/unit/test_cascade_ttl.py b/libs/third-magic/tests/unit/test_cascade_ttl.py
new file mode 100644
index 00000000..e11f45b7
--- /dev/null
+++ b/libs/third-magic/tests/unit/test_cascade_ttl.py
@@ -0,0 +1,59 @@
+import pytest
+from rapyer.actions import ActionGroup
+from rapyer.cascade import CascadeTTL
+from rapyer.cascade.planner import build_cascade_plan
+
+import thirdmagic
+from thirdmagic.chain.model import ChainTaskSignature
+from thirdmagic.swarm.model import SwarmTaskSignature
+from thirdmagic.task.model import TaskSignature
+
+WRITE_ACTIONS = ActionGroup.CREATE | ActionGroup.UPDATE
+
+
+@pytest.mark.parametrize("container_cls", [SwarmTaskSignature, ChainTaskSignature])
+def test_container_refreshes_and_cascades_on_write(container_cls):
+    # Assert: writes refresh TTL, and the tasks edge carries a cascade marker
+    assert container_cls.Meta.refresh_ttl == WRITE_ACTIONS
+    assert "tasks" in container_cls._contain_fk
+    metadata = container_cls.model_fields["tasks"].metadata
+    assert any(isinstance(marker, CascadeTTL) for marker in metadata)
+
+
+def test_cascade_plan_has_container_to_task_edges():
+    # Act
+    plan = build_cascade_plan([SwarmTaskSignature, ChainTaskSignature, TaskSignature])
+
+    # Assert
+    for name in ("SwarmTaskSignature", "ChainTaskSignature"):
+        edges = plan[name].fks
+        targets = {edge.target for edge in edges}
+        assert "TaskSignature" in targets
+        assert any(edge.path == "$.tasks" for edge in edges)
+
+
+@pytest.mark.asyncio
+async def test_chain_tasks_persist_as_references(mock_task_def):
+    # Arrange
+    tasks = [await thirdmagic.sign(f"chain_task_{i}") for i in range(3)]
+    chain = await thirdmagic.chain([task.key for task in tasks])
+
+    # Act
+    reloaded = await ChainTaskSignature.aget(chain.key)
+
+    # Assert
+    assert reloaded.task_ids == [task.key for task in tasks]
+
+
+@pytest.mark.asyncio
+async def test_swarm_tasks_persist_as_references_on_add(mock_task_def):
+    # Arrange
+    swarm = await thirdmagic.swarm(task_name="test_swarm")
+    tasks = [await thirdmagic.sign(f"test_task_{i}") for i in range(3)]
+
+    # Act
+    await swarm.add_tasks(tasks)
+    reloaded = await SwarmTaskSignature.aget(swarm.key)
+
+    # Assert
+    assert reloaded.task_ids == [task.key for task in tasks]
diff --git a/libs/third-magic/thirdmagic/chain/model.py b/libs/third-magic/thirdmagic/chain/model.py
index 3ac387b9..0c396c29 100644
--- a/libs/third-magic/thirdmagic/chain/model.py
+++ b/libs/third-magic/thirdmagic/chain/model.py
@@ -1,42 +1,58 @@
 import asyncio
-from typing import Any, cast
+from typing import Annotated, Any, ClassVar, cast
 
 import rapyer
-from pydantic import BaseModel, Field, field_validator
+from pydantic import BaseModel, Field
+from rapyer.cascade import CascadeTTL
+from rapyer.config import RedisConfig
 from rapyer.fields import RapyerKey
+from rapyer.types import Reference
 
-from thirdmagic.container import ContainerTaskSignature
+from thirdmagic.container import ContainerTaskSignature, container_ttl_cascade_meta
 from thirdmagic.errors import MissingSignatureError
 from thirdmagic.signature.status import ContainerStatus, SignatureStatus
 from thirdmagic.task.model import TaskSignature
-from thirdmagic.utils import HAS_HATCHET
+from thirdmagic.utils import HAS_HATCHET, afind_keys_guarded
 
 if HAS_HATCHET:
     from hatchet_sdk.clients.admin import TriggerWorkflowOptions
 
 
 class ChainTaskSignature(ContainerTaskSignature):
-    tasks: list[RapyerKey] = Field(default_factory=list)
+    # Sub-tasks are ForeignKey edges so a write to the chain cascades TTL to them.
+    tasks: Annotated[list[Reference[TaskSignature]], CascadeTTL()] = Field(
+        default_factory=list
+    )
+    # Index of the currently-running sub-task; a cached pointer, re-synced on miss.
+    current_index: int = 0
 
-    @field_validator("tasks", mode="before")
-    @classmethod
-    def validate_tasks(cls, v: list[TaskSignature]):
-        return [cls.validate_task_key(item) for item in v]
+    Meta: ClassVar[RedisConfig] = container_ttl_cascade_meta()
 
     @property
     def task_ids(self) -> list[RapyerKey]:
-        return self.tasks
+        return [ref.target_key for ref in self.tasks]
 
     async def on_sub_task_done(self, sub_task: TaskSignature, results: Any):
-        sub_task_idx = self.tasks.index(sub_task.key)
-        # If this is the last task, activate chain success callbacks
-        if sub_task_idx == len(self.tasks) - 1:
+        idx = self.current_index
+        # Pointer stale (e.g. a retry) — re-locate the completed task by scanning.
+        if idx >= len(self.tasks) or self.tasks[idx].target_key != sub_task.key:
+            idx = next(
+                (
+                    i
+                    for i, ref in enumerate(self.tasks)
+                    if ref.target_key == sub_task.key
+                ),
+                len(self.tasks),
+            )
+        next_idx = idx + 1
+        # If this was the last task, activate chain success callbacks
+        if next_idx >= len(self.tasks):
             await self.ClientAdapter.acall_chain_done(results, self)
-        else:
-            next_task_key = self.tasks[sub_task_idx + 1]
-            next_task = await rapyer.aget(next_task_key)
-            next_task = cast(TaskSignature, next_task)
-            await next_task.acall(results, set_return_field=True, **self.kwargs)
+            return
+        await self.aupdate(current_index=next_idx)
+        next_task = await rapyer.aget(self.tasks[next_idx].target_key)
+        next_task = cast(TaskSignature, next_task)
+        await next_task.acall(results, set_return_field=True, **self.kwargs)
 
     async def on_sub_task_error(
         self, sub_task: TaskSignature, error: BaseException, original_msg: dict
@@ -44,7 +60,9 @@ async def on_sub_task_error(
         await self.ClientAdapter.acall_chain_error(original_msg, error, self, sub_task)
 
     async def sub_tasks(self) -> list[TaskSignature]:
-        sub_tasks = await rapyer.afind(*self.tasks, skip_missing=True)
+        sub_tasks = await afind_keys_guarded(
+            (ref.target_key for ref in self.tasks), skip_missing=True
+        )
         return cast(list[TaskSignature], sub_tasks)
 
     async def astatus(self) -> ContainerStatus:
@@ -73,7 +91,7 @@ async def astatus(self) -> ContainerStatus:
         )
 
     async def acall(self, msg: Any, set_return_field: bool = True, **kwargs):
-        first_task = await rapyer.afind_one(self.tasks[0])
+        first_task = await rapyer.afind_one(self.tasks[0].target_key)
         if first_task is None:
             raise MissingSignatureError(f"First task from chain {self.key} not found")
 
@@ -89,28 +107,29 @@ async def aio_run_no_wait(
 
     async def change_status(self, status: SignatureStatus):
         pause_chain_tasks = [
-            TaskSignature.safe_change_status(task, status) for task in self.tasks
+            TaskSignature.safe_change_status(ref.target_key, status)
+            for ref in self.tasks
         ]
         pause_chain = super().change_status(status)
         await asyncio.gather(pause_chain, *pause_chain_tasks, return_exceptions=True)
 
     async def suspend(self):
         await asyncio.gather(
-            *[TaskSignature.suspend_from_key(task_id) for task_id in self.tasks],
+            *[TaskSignature.suspend_from_key(ref.target_key) for ref in self.tasks],
             return_exceptions=True,
         )
         await super().change_status(SignatureStatus.SUSPENDED)
 
     async def interrupt(self):
         await asyncio.gather(
-            *[TaskSignature.interrupt_from_key(task_id) for task_id in self.tasks],
+            *[TaskSignature.interrupt_from_key(ref.target_key) for ref in self.tasks],
             return_exceptions=True,
         )
         await super().change_status(SignatureStatus.INTERRUPTED)
 
     async def resume(self):
         await asyncio.gather(
-            *[TaskSignature.resume_from_key(task_key) for task_key in self.tasks],
+            *[TaskSignature.resume_from_key(ref.target_key) for ref in self.tasks],
             return_exceptions=True,
         )
         await super().change_status(self.task_status.last_status)
diff --git a/libs/third-magic/thirdmagic/container.py b/libs/third-magic/thirdmagic/container.py
index 0af80352..cb35b6a4 100644
--- a/libs/third-magic/thirdmagic/container.py
+++ b/libs/third-magic/thirdmagic/container.py
@@ -3,11 +3,21 @@
 from abc import ABC
 from typing import Any
 
+from rapyer.actions import ActionGroup
+from rapyer.config import RedisConfig
 from rapyer.fields import RapyerKey
 
 from thirdmagic.signature import Signature
 from thirdmagic.signature.status import ContainerStatus
 
+# A container refreshes (and cascades) its TTL when it is created or updated.
+CONTAINER_WRITE_ACTIONS = ActionGroup.CREATE | ActionGroup.UPDATE
+
+
+def container_ttl_cascade_meta() -> RedisConfig:
+    # cascade is declared per-field via CascadeTTL(); init resets Meta.cascade_ttl.
+    return RedisConfig(ttl=24 * 60 * 60, refresh_ttl=CONTAINER_WRITE_ACTIONS)
+
 
 class ContainerTaskSignature(Signature, ABC):
     @property
diff --git a/libs/third-magic/thirdmagic/signature/model.py b/libs/third-magic/thirdmagic/signature/model.py
index 02adbf48..a6dc4112 100644
--- a/libs/third-magic/thirdmagic/signature/model.py
+++ b/libs/third-magic/thirdmagic/signature/model.py
@@ -15,7 +15,7 @@
 from thirdmagic.clients import BaseClientAdapter, DefaultClientAdapter
 from thirdmagic.consts import REMOVED_TASK_TTL
 from thirdmagic.signature.status import PauseActionTypes, SignatureStatus, TaskStatus
-from thirdmagic.utils import HAS_HATCHET
+from thirdmagic.utils import HAS_HATCHET, afind_keys_guarded
 
 if HAS_HATCHET:
     from hatchet_sdk.clients.admin import TriggerWorkflowOptions
@@ -74,12 +74,12 @@ async def on_cancel_signature(self, msg: dict):
         await self.remove()
 
     async def activate_success(self, msg):
-        success_signatures = await rapyer.afind(*self.success_callbacks)
+        success_signatures = await afind_keys_guarded(self.success_callbacks)
         success_signatures = cast(list[Signature], success_signatures)
         return await self.ClientAdapter.acall_signatures(success_signatures, msg, True)
 
     async def activate_error(self, msg):
-        error_signatures = await rapyer.afind(*self.error_callbacks)
+        error_signatures = await afind_keys_guarded(self.error_callbacks)
         error_signatures = cast(list[Signature], error_signatures)
         return await self.ClientAdapter.acall_signatures(error_signatures, msg, False)
 
@@ -93,7 +93,7 @@ async def remove_branches(self, success: bool = True, errors: bool = True):
         if success:
             keys_to_remove.extend([success_id for success_id in self.success_callbacks])
 
-        signatures = cast(list[Signature], await rapyer.afind(*keys_to_remove))
+        signatures = cast(list[Signature], await afind_keys_guarded(keys_to_remove))
         await asyncio.gather(*[signature.remove() for signature in signatures])
 
     async def remove_references(self):
diff --git a/libs/third-magic/thirdmagic/swarm/model.py b/libs/third-magic/thirdmagic/swarm/model.py
index 6819f0f8..138df3c1 100644
--- a/libs/third-magic/thirdmagic/swarm/model.py
+++ b/libs/third-magic/thirdmagic/swarm/model.py
@@ -1,13 +1,14 @@
 import asyncio
-from typing import Any, Optional, Self, cast
+from typing import Annotated, Any, ClassVar, Optional, Self, cast
 
-import rapyer
 from pydantic import BaseModel, Field, field_validator
 from rapyer import AtomicRedisModel
+from rapyer.cascade import CascadeTTL
+from rapyer.config import RedisConfig
 from rapyer.fields import RapyerKey
-from rapyer.types import RedisInt, RedisList
+from rapyer.types import RedisInt, RedisList, Reference
 
-from thirdmagic.container import ContainerTaskSignature
+from thirdmagic.container import ContainerTaskSignature, container_ttl_cascade_meta
 from thirdmagic.errors import (
     SwarmIsCanceledError,
     TaskAndMsgsDontMatchForSwarmError,
@@ -19,7 +20,7 @@
 from thirdmagic.swarm.state import PublishState
 from thirdmagic.task.creator import TaskSignatureConvertible, resolve_signatures
 from thirdmagic.task.model import TaskSignature
-from thirdmagic.utils import HAS_HATCHET
+from thirdmagic.utils import HAS_HATCHET, afind_keys_guarded
 
 if HAS_HATCHET:
     from hatchet_sdk.clients.admin import TriggerWorkflowOptions
@@ -42,8 +43,10 @@ def can_add_n_tasks(self, swarm: "SwarmTaskSignature", n: int) -> bool:
 
 
 class SwarmTaskSignature(ContainerTaskSignature):
-    # TODO - TASKS list should be set once we enable this in rapyer
-    tasks: RedisList[RapyerKey] = Field(default_factory=list)
+    # Sub-tasks are ForeignKey edges so a write to the swarm cascades TTL to them.
+    tasks: Annotated[list[Reference[TaskSignature]], CascadeTTL()] = Field(
+        default_factory=list
+    )
     tasks_left_to_run: RedisList[RapyerKey] = Field(default_factory=list)
     finished_tasks: RedisList[RapyerKey] = Field(default_factory=list)
     failed_tasks: RedisList[RapyerKey] = Field(default_factory=list)
@@ -55,8 +58,10 @@ class SwarmTaskSignature(ContainerTaskSignature):
     publishing_state_id: str
     config: SwarmConfig = Field(default_factory=SwarmConfig)
 
+    Meta: ClassVar[RedisConfig] = container_ttl_cascade_meta()
+
     @field_validator(
-        "tasks", "tasks_left_to_run", "finished_tasks", "failed_tasks", mode="before"
+        "tasks_left_to_run", "finished_tasks", "failed_tasks", mode="before"
     )
     @classmethod
     def validate_tasks(cls, v):
@@ -64,10 +69,10 @@ def validate_tasks(cls, v):
 
     @property
     def task_ids(self) -> list[RapyerKey]:
-        return self.tasks
+        return [ref.target_key for ref in self.tasks]
 
     async def sub_tasks(self) -> list[TaskSignature]:
-        tasks = await rapyer.afind(*self.tasks)
+        tasks = await afind_keys_guarded(ref.target_key for ref in self.tasks)
         return cast(list[TaskSignature], tasks)
 
     async def on_sub_task_done(self, sub_task: TaskSignature, results: Any):
@@ -79,7 +84,7 @@ async def on_sub_task_error(
         await self.ClientAdapter.acall_swarm_item_error(error, self, sub_task)
 
     async def acall(self, msg: Any, set_return_field: bool = True, **kwargs):
-        # We update the kwargs that everyone are using, we also tell weather we should put this in the Return value or just in the message
+        # Update shared kwargs and record whether the swarm msg goes to the return value.
         async with self.apipeline():
             self.kwargs.update(**{SWARM_MESSAGE_PARAM_NAME: msg})
             self.config.send_swarm_message_to_return_field = set_return_field
@@ -135,12 +140,13 @@ async def aio_run_tasks_in_swarm(
 
     async def change_status(self, status: SignatureStatus):
         paused_chain_tasks = [
-            TaskSignature.safe_change_status(task, status) for task in self.tasks
+            TaskSignature.safe_change_status(ref.target_key, status)
+            for ref in self.tasks
         ]
         pause_chain = super().change_status(status)
         await asyncio.gather(pause_chain, *paused_chain_tasks, return_exceptions=True)
 
-    # TODO - once there is if statements in rapyer we need to use them to add tasks only if swarm is not closed
+    # TODO - use rapyer if-statements to add tasks only when the swarm is not closed.
     async def add_tasks(
         self, tasks: list[TaskSignatureConvertible], close_on_max_task: bool = True
     ) -> list[Signature]:
@@ -160,10 +166,10 @@ async def add_tasks(
         tasks = await resolve_signatures(tasks)
         task_keys = [task.key for task in tasks]
 
-        async with self.apipeline(use_existing_pipe=True):
+        async with self.apipeline(use_existing_pipe=True, ignore_redis_error=True):
             for task in tasks:
                 task.signature_container_id = self.key
-            self.tasks.extend(task_keys)
+            self.tasks.extend([Reference(task) for task in tasks])
             self.tasks_left_to_run.extend(task_keys)
 
         if close_on_max_task and not self.config.can_add_task(self):
@@ -184,7 +190,7 @@ async def add_task(
 
     async def is_swarm_done(self):
         done_tasks = self.finished_tasks + self.failed_tasks
-        finished_all_tasks = set(done_tasks) == set(self.tasks)
+        finished_all_tasks = set(done_tasks) == set(self.task_ids)
         return self.is_swarm_closed and finished_all_tasks
 
     async def astatus(self) -> ContainerStatus:
@@ -216,14 +222,14 @@ async def activate_success(self, msg):
 
     async def suspend(self):
         await asyncio.gather(
-            *[TaskSignature.suspend_from_key(swarm_id) for swarm_id in self.tasks],
+            *[TaskSignature.suspend_from_key(ref.target_key) for ref in self.tasks],
             return_exceptions=True,
         )
         await super().change_status(SignatureStatus.SUSPENDED)
 
     async def resume(self):
         await asyncio.gather(
-            *[TaskSignature.resume_from_key(task_id) for task_id in self.tasks],
+            *[TaskSignature.resume_from_key(ref.target_key) for ref in self.tasks],
             return_exceptions=True,
         )
         await super().change_status(self.task_status.last_status)
diff --git a/libs/third-magic/thirdmagic/utils.py b/libs/third-magic/thirdmagic/utils.py
index d9808462..300aea11 100644
--- a/libs/third-magic/thirdmagic/utils.py
+++ b/libs/third-magic/thirdmagic/utils.py
@@ -1,13 +1,23 @@
 import dataclasses
-from typing import Callable, Optional, TypeVar, get_type_hints
+from typing import Any, Callable, Iterable, Optional, TypeVar, get_type_hints
 
+import rapyer
 from pydantic import BaseModel
+from rapyer.fields import RapyerKey
 
 from thirdmagic.message import DEFAULT_RESULT_NAME, ReturnValueAnnotation
 
 PropType = TypeVar("PropType", bound=dataclasses.dataclass)
 
 
+async def afind_keys_guarded(keys: Iterable[RapyerKey], **kwargs) -> list[Any]:
+    # afind() with no keys scans the whole DB, so an empty key set returns [].
+    keys = list(keys)
+    if not keys:
+        return []
+    return await rapyer.afind(*keys, **kwargs)
+
+
 def get_marked_fields(
     model: type[BaseModel], mark_type: type[PropType]
 ) -> list[tuple[PropType, str]]:
diff --git a/libs/third-magic/uv.lock b/libs/third-magic/uv.lock
index 4719c327..53670f17 100644
--- a/libs/third-magic/uv.lock
+++ b/libs/third-magic/uv.lock
@@ -195,6 +195,76 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/94/51/f975cae76d44274cc2868dc9040ac5d58d464784610234455b4e7b19c6ef/black-26.5.1-py3-none-any.whl", hash = "sha256:4ed7f7da04046d2e488437170797d3b4a4ad83906683bcb7dfc68b673bbce5e2", size = 213693, upload-time = "2026-05-18T16:53:33.964Z" },
 ]
 
+[[package]]
+name = "certifi"
+version = "2026.7.22"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/a3/c2/24167ea9858356b47a87a50d39908bfdb72ceeefe0041586e704e5376b3a/certifi-2026.7.22.tar.gz", hash = "sha256:741e2c3b351ddf169a738da9f2c048608ff7f2c5cc02f1ebc6b118bb090d5d55", size = 138112, upload-time = "2026-07-22T03:35:12.644Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0b/a7/71ac2cff56fec219ed242bb11b8efb69fcc4bec75db06fb7bfe35de520e6/certifi-2026.7.22-py3-none-any.whl", hash = "sha256:62f22742b58a1a33014a2b6b706588a8d7e2a88ae7bd1a6ebe8c992928483775", size = 136983, upload-time = "2026-07-22T03:35:11.276Z" },
+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.4.9"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/bd/2a/23f34ec9d04624958e137efdc394888716353190e75f25dd22c7a2c7a8aa/charset_normalizer-3.4.9.tar.gz", hash = "sha256:673611bbd43f0810bec0b0f028ddeaaa501190339cac411f347ac76917c3ae7b", size = 152439, upload-time = "2026-07-07T14:34:58.454Z" }
+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/de/d1/b4319dc3229d8272fba305e206fc0a148e2de8d4087917ce62ae6382f359/charset_normalizer-3.4.9-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:aa99adc8f081b475a12843953db36831eaf83ec33eb46a90629ca6a5de45a616", size = 216475, upload-time = "2026-07-07T14:32:38.142Z" },
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