diff --git a/src/gpu_rent/access_card.py b/src/gpu_rent/access_card.py
index 2642ea2..2bd0dd9 100644
--- a/src/gpu_rent/access_card.py
+++ b/src/gpu_rent/access_card.py
@@ -152,7 +152,15 @@ def render_access_panel(
         if notes.get("gpu_env_error"):
             warn_bits.append(f"GPU-стек: {str(notes['gpu_env_error'])[:140]}")
         if notes.get("llm_error"):
-            warn_bits.append(f"LLM ошибка: {str(notes['llm_error'])[:120]}")
+            ollama_ok = any(
+                isinstance(x, dict)
+                and x.get("name") == "ollama"
+                and x.get("ok")
+                and not str(x.get("detail") or "").startswith("WARN")
+                for x in (notes.get("stack_vm") or [])
+            )
+            if not ollama_ok:
+                warn_bits.append(f"LLM ошибка: {str(notes['llm_error'])[:120]}")
     except Exception:
         pass
 
diff --git a/src/gpu_rent/remote/tune_swarm_perf.py b/src/gpu_rent/remote/tune_swarm_perf.py
index 8437551..b8830e3 100644
--- a/src/gpu_rent/remote/tune_swarm_perf.py
+++ b/src/gpu_rent/remote/tune_swarm_perf.py
@@ -288,13 +288,23 @@ print("triton JIT ok")
 
 
 def triton_jit_ok(py: Path) -> bool:
-    """import sageattention is not enough — first gen compiles cuda_utils.c."""
+    """import sageattention is not enough — first gen compiles cuda_utils.c.
+
+    Triton refuses ``@jit`` from ``python -c`` (``<string>`` has no source).
+    The probe must live in a real ``.py`` file.
+    """
+    import tempfile
+
     env = _pip_env()
     env["TRITON_CACHE_DIR"] = "/var/tmp/gpu-rent-triton"
     env["TMPDIR"] = "/tmp"
+    fd, raw = tempfile.mkstemp(suffix=".py", prefix="gpu-rent-triton-jit-")
+    os.close(fd)
+    probe = Path(raw)
     try:
+        probe.write_text(_TRITON_JIT_PROBE.lstrip("\n"), encoding="utf-8")
         out = subprocess.check_output(
-            [str(py), "-c", _TRITON_JIT_PROBE],
+            [str(py), str(probe)],
             text=True,
             stderr=subprocess.STDOUT,
             timeout=180,
@@ -305,13 +315,18 @@ def triton_jit_ok(py: Path) -> bool:
     except (subprocess.CalledProcessError, OSError, subprocess.TimeoutExpired) as exc:
         body = getattr(exc, "output", None) or str(exc)
         print(f"WARN triton JIT failed: {body[-1500:]}")
-        print("нужны python3.12-dev + gcc; ExtraArgs без --use-sage-attention")
+        if "Python.h" in body or "cuda_utils" in body or "exit status 1" in body:
+            print("нужны python3.12-dev + gcc; ExtraArgs без --use-sage-attention")
+        elif "Python file" in body:
+            print("probe должен быть .py файлом, не python -c")
+        else:
+            print("ExtraArgs без --use-sage-attention")
         return False
-    code, _ = _run(
-        [str(py), "-c", "import triton, sageattention"],
-        timeout=60,
-    )
-    return code == 0
+    finally:
+        try:
+            probe.unlink(missing_ok=True)
+        except OSError:
+            pass
 
 
 def _run(cmd: list[str], *, timeout: float = 900) -> tuple[int, str]:
diff --git a/src/gpu_rent/session.py b/src/gpu_rent/session.py
index 5a93c79..0cfbe37 100644
--- a/src/gpu_rent/session.py
+++ b/src/gpu_rent/session.py
@@ -67,6 +67,11 @@ def _log_default(msg: str) -> None:
     print(msg)
 
 
+def _notes_from_disk() -> dict:
+    """Notes written by nested helpers (provision_llm, idle-killer) beat in-memory copies."""
+    return dict(load_state().notes or {})
+
+
 def _require_gpu_quota(conn) -> None:
     quota = compute_quotas(conn)
     limit = gpu_quota_from_compute(quota)
@@ -223,30 +228,30 @@ def _bind_access(
     else:
         log("ready: llm-only (без ожидания SwarmUI Idle)")
 
+    stack_vm: list | None = None
+    gpu_env: list | None = None
     try:
         checks = verify_stack_on_vm(cfg, ip, log, timeout=300.0)
-        state.notes = dict(state.notes or {})
-        state.notes["stack_vm"] = [
+        stack_vm = [
             {"name": c.name, "ok": c.ok, "detail": c.detail} for c in checks
         ]
-        state.notes.pop("stack_vm_error", None)
     except CloudError as exc:
-        state.notes = dict(state.notes or {})
-        state.notes["stack_vm_error"] = str(exc)[:500]
+        notes = _notes_from_disk()
+        notes["stack_vm_error"] = str(exc)[:500]
+        state.notes = notes
         save_state(state)
         raise
     clock.mark("verify", log)
 
     try:
         gpu_checks = verify_gpu_env(cfg, ip, log, timeout=600.0)
-        state.notes = dict(state.notes or {})
-        state.notes["gpu_env"] = [
+        gpu_env = [
             {"name": c.name, "ok": c.ok, "detail": c.detail} for c in gpu_checks
         ]
-        state.notes.pop("gpu_env_error", None)
     except CloudError as exc:
-        state.notes = dict(state.notes or {})
-        state.notes["gpu_env_error"] = str(exc)[:500]
+        notes = _notes_from_disk()
+        notes["gpu_env_error"] = str(exc)[:500]
+        state.notes = notes
         save_state(state)
         raise
     clock.mark("gpu-env", log)
@@ -284,9 +289,25 @@ def _bind_access(
         log(f"balance baseline: {exc}")
     state.bootstrapped = True
     state.phase = "ready_cloud"
-    state.notes = dict(state.notes or {})
-    state.notes["enable_swarmui"] = swarm
-    state.notes["up_timing"] = clock.summary_line()
+    notes = _notes_from_disk()
+    if stack_vm is not None:
+        notes["stack_vm"] = stack_vm
+        notes.pop("stack_vm_error", None)
+        ollama_ok = any(
+            isinstance(x, dict)
+            and x.get("name") == "ollama"
+            and x.get("ok")
+            and not str(x.get("detail") or "").startswith("WARN")
+            for x in stack_vm
+        )
+        if ollama_ok:
+            notes.pop("llm_error", None)
+    if gpu_env is not None:
+        notes["gpu_env"] = gpu_env
+        notes.pop("gpu_env_error", None)
+    notes["enable_swarmui"] = swarm
+    notes["up_timing"] = clock.summary_line()
+    state.notes = notes
     save_state(state)
     for line in clock.summary_lines():
         log(line)
diff --git a/tests/test_access_card.py b/tests/test_access_card.py
index b25e8b7..df9ccfa 100644
--- a/tests/test_access_card.py
+++ b/tests/test_access_card.py
@@ -42,3 +42,27 @@ def test_access_panel_red_when_killer_failed(monkeypatch):
     )
     panel = render_access_panel(_Cfg(), tunneled=True)
     assert panel.border_style == "red"
+
+
+def test_access_panel_hides_stale_llm_error_when_ollama_ok(monkeypatch):
+    monkeypatch.setattr(
+        "gpu_rent.access_card.load_state",
+        lambda: type(
+            "S",
+            (),
+            {
+                "notes": {
+                    "llm_error": "Ollama /api/tags без моделей",
+                    "stack_vm": [
+                        {
+                            "name": "ollama",
+                            "ok": True,
+                            "detail": "1 models (huihui_ai/qwen2.5-vl-abliterated:7b)",
+                        }
+                    ],
+                }
+            },
+        )(),
+    )
+    panel = render_access_panel(_Cfg(), tunneled=True)
+    assert panel.border_style != "red"
diff --git a/tests/test_session.py b/tests/test_session.py
index e3d5ee1..3a75dbb 100644
--- a/tests/test_session.py
+++ b/tests/test_session.py
@@ -181,3 +181,51 @@ def test_lock_busy(monkeypatch):
     monkeypatch.setattr("gpu_rent.lock.os.getpid", lambda: 99)
     with pytest.raises(GpuRentError, match="уже работает"):
         SessionLock().__enter__()
+
+
+def test_bind_access_keeps_provision_llm_notes(monkeypatch):
+    """In-memory SessionState must not resurrect llm_error after provision_llm saved."""
+    from gpu_rent.ready import ServiceCheck
+    from gpu_rent.state import load_state
+
+    def fake_provision(cfg, host, log, **kw):
+        st = load_state()
+        st.notes = dict(st.notes or {})
+        st.notes["llm_runtime"] = "ollama"
+        st.notes.pop("llm_error", None)
+        save_state(st)
+
+    monkeypatch.setattr("gpu_rent.session.connect", lambda cfg: object())
+    monkeypatch.setattr("gpu_rent.session.compute_quotas", lambda conn: {"gpu": 1})
+    monkeypatch.setattr("gpu_rent.session.pick_existing_server", lambda conn: Server())
+    _mock_bind(monkeypatch)
+    monkeypatch.setattr("gpu_rent.session.provision_vm", fake_provision)
+    monkeypatch.setattr(
+        "gpu_rent.session.verify_stack_on_vm",
+        lambda cfg, host, log, **kw: [
+            ServiceCheck("swarmui", True, "HTTP 200"),
+            ServiceCheck("ollama", True, "1 models (qwen)"),
+        ],
+    )
+    monkeypatch.setattr(
+        "gpu_rent.session.create_gpu_server",
+        lambda *a, **k: (_ for _ in ()).throw(AssertionError("must not create")),
+    )
+    save_state(
+        SessionState(
+            server_id="s1",
+            floating_ip="203.0.113.9",
+            bootstrapped=True,
+            phase="ready_cloud",
+            notes={
+                "llm_error": "Ollama /api/tags без моделей из ollama-models.yaml",
+                "llm_runtime": "none",
+            },
+        )
+    )
+    state = cmd_up(_cfg(monkeypatch), yes=True)
+    assert state.notes.get("llm_error") is None
+    assert state.notes.get("llm_runtime") == "ollama"
+    disk = load_state()
+    assert disk.notes.get("llm_error") is None
+    assert disk.notes.get("llm_runtime") == "ollama"
diff --git a/tests/test_tune_swarm_perf.py b/tests/test_tune_swarm_perf.py
index e274122..7e16fa6 100644
--- a/tests/test_tune_swarm_perf.py
+++ b/tests/test_tune_swarm_perf.py
@@ -259,3 +259,21 @@ def test_jit_fail_strips_sage_extra_args(tmp_path, monkeypatch):
     assert marker["pip_ok"] is True
     assert marker["jit_ok"] is False
     assert "--use-sage-attention" not in backends.read_text(encoding="utf-8")
+
+
+def test_triton_jit_ok_runs_a_py_file(tmp_path, monkeypatch):
+    mod = _load()
+    py = tmp_path / "python"
+    py.write_text("", encoding="utf-8")
+    seen: list[list[str]] = []
+
+    def fake_output(cmd, **kw):
+        seen.append(list(cmd))
+        return "triton JIT ok\n"
+
+    monkeypatch.setattr(mod.subprocess, "check_output", fake_output)
+    assert mod.triton_jit_ok(py) is True
+    assert seen
+    assert seen[0][0] == str(py)
+    assert seen[0][1].endswith(".py")
+    assert "-c" not in seen[0]