diff --git a/research-wiki/designs/2026-07-21-m25-resilience-design.md b/research-wiki/designs/2026-07-21-m25-resilience-design.md
index 759b2f8..81fb7c1 100644
--- a/research-wiki/designs/2026-07-21-m25-resilience-design.md
+++ b/research-wiki/designs/2026-07-21-m25-resilience-design.md
@@ -94,6 +94,12 @@
 
 **测试**: 单测削减/增长/上下限;RetryMW 集成——429 后准入收紧、被 paced 源跳过不耗预算、全 paced 走轮询非 CircuitOpen、在途数在异常/取消路径归零。
 
+### 3.36 迭代 2 补遗: 调用内降权加健康门槛(2026-07-21,P6 第三轮数据驱动)
+
+**动因**: AIMD 后 429 归零,但第三轮 750 次完成仍 21 败(2.8%)。根因: 无条件"失败 ≥2 让位"在**异构池**把第三次尝试推给已知坏源——健康源两次空补全(网关 17% 空补全率)后被降权,替补是 10% 成功率的看门狗源;且该源的"成功"是被 0.5s 看门狗筛出的短促退化响应(均值 128 token vs 健康 262),喂给结构化解析再炸一层。期望值算术: 第三次留在健康源成功率 ~83%,推给坏源 ~10%。
+
+**修正**: `OutcomeAwareSelector` 协议增 `health(source_name) -> float`(EWMA 裸值);RetryMW 降权仅在存在**可信替代**(某未失败候选 health ≥ 0.5 × 失败源 health)时生效,否则原地第三试。无健康视图的选源器(round_robin 等)保持无条件降权(冷启动保护原语义)。
+
 ### 3.4 不做与预留(方案 C 组件的接入点)
 
 - 账号级 429 共享退避: 不做;预留 = 冷却备忘 key 从 source_name 换 account_key 即可接入(LiteLLM 先例,治理粒度=配额粒度原则记入 ARCHITECTURE)。
diff --git a/src/polygateway/middleware/retry.py b/src/polygateway/middleware/retry.py
index 64b528a..34ac8aa 100644
--- a/src/polygateway/middleware/retry.py
+++ b/src/polygateway/middleware/retry.py
@@ -74,13 +74,36 @@ def backoff_delay(
 
 
 def _demote_call_failures(
-    ordered: list[SourceConfig], attempt_fails: dict[str, int]
+    ordered: list[SourceConfig],
+    attempt_fails: dict[str, int],
+    health: Callable[[str], float] | None,
 ) -> list[SourceConfig]:
-    """调用内降权(设计 §3.3): 本调用失败 ≥2 次的源移尾;全失败则保持原序。"""
+    """调用内降权(设计 §3.3/§3.36): 失败 ≥2 次且存在可信替代才让位。
+
+    可信替代 = 某未失败候选 health ≥ 0.5 × 失败源 health——异构池里健康源
+    偶发失败不该被推向已知坏源(第三轮教训: 期望成功率 83% vs 10%)。
+    无健康视图(round_robin 等)保持无条件降权(冷启动保护)。
+    """
     demoted = [s for s in ordered if attempt_fails.get(s.name, 0) >= 2]
     if not demoted or len(demoted) == len(ordered):
         return ordered
-    return [s for s in ordered if attempt_fails.get(s.name, 0) < 2] + demoted
+    if health is not None:
+        demoted = _credible_demotions(ordered, demoted, attempt_fails, health)
+        if not demoted:
+            return ordered
+    names = {d.name for d in demoted}
+    return [s for s in ordered if s.name not in names] + demoted
+
+
+def _credible_demotions(
+    ordered: list[SourceConfig],
+    demoted: list[SourceConfig],
+    attempt_fails: dict[str, int],
+    health: Callable[[str], float],
+) -> list[SourceConfig]:
+    """健康门槛过滤: 仅当存在"健康分 ≥ 失败源一半"的未失败候选,让位才有意义。"""
+    alts = [o for o in ordered if attempt_fails.get(o.name, 0) < 2]
+    return [s for s in demoted if any(health(o.name) >= 0.5 * health(s.name) for o in alts)]
 
 
 def _failure_reason(exc: PolyGatewayError) -> str:
@@ -138,6 +161,7 @@ class RetryMW:
         self._memo = cooldown_memo or SourceCooldownMemo(now=now)
         # M2.5: 选源器可选健康喂数端口,构造期 isinstance 判定一次(设计 §3.2)
         self._outcome_sink = selector if isinstance(selector, OutcomeAwareSelector) else None
+        self._health_view = self._outcome_sink.health if self._outcome_sink else None
         # M2.5 §3.35: AIMD 自适应并发——429 收紧、成功回涨,超限调用排队不烧预算
         self._pacer = pacer or AdaptivePacer(ceiling=64.0)
         self._emitter = emitter
@@ -180,7 +204,9 @@ class RetryMW:
     ) -> tuple[tuple[SourceConfig, Permit, GateDecision] | None, int]:
         stats = {s.name: await self._quota.stats(s) for s in self._sources}
         gate_rejections = 0
-        ordered = _demote_call_failures(self._selector.order(self._sources, stats), attempt_fails)
+        ordered = _demote_call_failures(
+            self._selector.order(self._sources, stats), attempt_fails, self._health_view
+        )
         for cand in ordered:
             if self._memo.active(cand.name):
                 # 冷却备忘跳过也计入拒绝数,保住 circuit_open 判据(CHS 同款)
diff --git a/src/polygateway/ports.py b/src/polygateway/ports.py
index a188e3d..2c894bd 100644
--- a/src/polygateway/ports.py
+++ b/src/polygateway/ports.py
@@ -194,6 +194,8 @@ class OutcomeAwareSelector(Protocol):
 
     def record_outcome(self, source_name: str, ok: bool) -> None: ...
 
+    def health(self, source_name: str) -> float: ...
+
 
 @runtime_checkable
 class StructuredOutputStrategy(Protocol):
diff --git a/src/polygateway/sources.py b/src/polygateway/sources.py
index baf1a85..ca24736 100644
--- a/src/polygateway/sources.py
+++ b/src/polygateway/sources.py
@@ -63,6 +63,10 @@ class HealthAwareSelector:
         prev = self._ewma.get(source_name, 1.0)
         self._ewma[source_name] = prev + _EWMA_ALPHA * ((1.0 if ok else 0.0) - prev)
 
+    def health(self, source_name: str) -> float:
+        """EWMA 裸值(OutcomeAwareSelector 端口): RetryMW 降权门槛用。"""
+        return self._ewma.get(source_name, 1.0)
+
     def _score(self, name: str, stats: dict[str, SourceStats]) -> float:
         ewma = max(self._ewma.get(name, 1.0), _SCORE_FLOOR)
         inflight = stats[name].inflight if name in stats else 0
diff --git a/tests/unit/test_health_selector.py b/tests/unit/test_health_selector.py
index d0d9ce2..c4402e8 100644
--- a/tests/unit/test_health_selector.py
+++ b/tests/unit/test_health_selector.py
@@ -69,6 +69,13 @@ class TestHealthAwareSelector:
         assert order[0].name == "s1"  # 两候选中 s1 胜出
         assert order[-1].name == "s3"  # 塌陷源垫底
 
+    def test_health_exposes_raw_ewma(self):
+        sel = HealthAwareSelector(rng=lambda: 0.0)
+        assert sel.health("s1") == pytest.approx(1.0)  # 乐观初始
+        for _ in range(3):
+            sel.record_outcome("s1", ok=False)
+        assert sel.health("s1") == pytest.approx(1.0 * 0.8**3)
+
     def test_missing_stats_defaults_to_zero_inflight(self):
         sel = HealthAwareSelector(rng=lambda: 0.0)
         assert [s.name for s in sel.order([_src("s1")], {})] == ["s1"]
diff --git a/tests/unit/test_retry.py b/tests/unit/test_retry.py
index 2277a39..81165f0 100644
--- a/tests/unit/test_retry.py
+++ b/tests/unit/test_retry.py
@@ -370,11 +370,17 @@ class RecordingSelector(StaticSelector):
     def record_outcome(self, source_name, ok):
         self.outcomes.append((source_name, ok))
 
+    def health(self, source_name):
+        return 1.0
+
 
 class ExplodingSelector(StaticSelector):
     def record_outcome(self, source_name, ok):
         raise RuntimeError("sink boom")
 
+    def health(self, source_name):
+        return 1.0
+
 
 class TestM25Orchestration:
     """M2.5 设计 §3.3: 调用内失败降权 + 健康喂数(先红后绿)。"""
@@ -491,3 +497,43 @@ class TestAdaptivePacing:
         await mw(_REQ)
         assert pacer._inflight.get("a", 0) == 0
         assert pacer._inflight.get("b", 0) == 0
+
+
+class HealthySink(StaticSelector):
+    """带健康视图的选源器桩(OutcomeAwareSelector 全量实现)。"""
+
+    def __init__(self, health):
+        self._health = health
+        self.outcomes = []
+
+    def record_outcome(self, source_name, ok):
+        self.outcomes.append((source_name, ok))
+
+    def health(self, source_name):
+        return self._health.get(source_name, 1.0)
+
+
+class TestHealthGatedDemotion:
+    """迭代 2(设计 §3.36): 降权需可信替代,否则原地重试。"""
+
+    async def test_no_credible_alternative_stays_on_healthy(self):
+        # 替补健康分 0.08 < 0.5×0.9 → 不让位,第三次仍打 a
+        sel = HealthySink({"a": 0.9, "b": 0.08})
+        mw, _, _, transport, _, _ = _harness(
+            [_src("a"), _src("b")],
+            [TransientError("1"), TransientError("2"), _ok()],
+            selector=sel,
+        )
+        resp = await mw(_REQ)
+        assert [n for n, _ in transport.calls] == ["a", "a", "a"]
+        assert resp.source_name == "a"
+
+    async def test_credible_alternative_still_yields(self):
+        sel = HealthySink({"a": 0.9, "b": 0.9})
+        mw, _, _, transport, _, _ = _harness(
+            [_src("a"), _src("b")],
+            [TransientError("1"), TransientError("2"), _ok()],
+            selector=sel,
+        )
+        await mw(_REQ)
+        assert [n for n, _ in transport.calls] == ["a", "a", "b"]