diff --git a/src/genesis/rag/__init__.py b/src/genesis/rag/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/src/genesis/rag/embeddings.py b/src/genesis/rag/embeddings.py
new file mode 100644
index 0000000..c8ba40e
--- /dev/null
+++ b/src/genesis/rag/embeddings.py
@@ -0,0 +1,51 @@
+from __future__ import annotations
+
+from typing import List, Protocol
+
+
+class Embedder(Protocol):
+    def embed(self, texts: List[str]) -> List[List[float]]: ...
+
+
+_DIM = 64
+
+
+def _tokenize(text: str) -> List[str]:
+    toks = []
+    cur = ""
+    for ch in text.lower():
+        if ch.isalnum():
+            cur += ch
+        else:
+            if cur:
+                toks.append(cur)
+                cur = ""
+    if cur:
+        toks.append(cur)
+    out = []
+    for t in toks:
+        idx = 0
+        for i, c in enumerate(t):
+            if i > 0 and c.isupper():
+                out.append(t[idx:i])
+                idx = i
+        out.append(t[idx:])
+    return [x for x in out if x]
+
+
+class FakeEmbedder:
+    def embed(self, texts: List[str]) -> List[List[float]]:
+        vecs = []
+        for t in texts:
+            v = [0.0] * _DIM
+            for tok in _tokenize(t):
+                h = __import__("hashlib").md5(tok.encode("utf-8")).digest()
+                idx = h[0] % _DIM
+                v[idx] += 1.0
+            norm = __import__("math").sqrt(sum(x * x for x in v)) or 1.0
+            vecs.append([x / norm for x in v])
+        return vecs
+
+
+def get_embedder(engine) -> Embedder:
+    return FakeEmbedder()
diff --git a/tests/test_rag_embeddings.py b/tests/test_rag_embeddings.py
new file mode 100644
index 0000000..b1f9770
--- /dev/null
+++ b/tests/test_rag_embeddings.py
@@ -0,0 +1,30 @@
+# tests/test_rag_embeddings.py
+from genesis.rag.embeddings import FakeEmbedder, get_embedder
+
+
+def test_fake_embedder_deterministic():
+    e = FakeEmbedder()
+    a = e.embed(["OrderController 创建订单"])[0]
+    b = e.embed(["OrderController 创建订单"])[0]
+    assert a == b
+
+
+def test_fake_embedder_similar_closer_than_unrelated():
+    e = FakeEmbedder()
+    base = e.embed(["OrderController 处理创建订单请求"])[0]
+    sim = e.embed(["OrderController 保存订单到数据库"])[0]
+    dif = e.embed(["用户登录认证模块"])[0]
+    import math
+
+    def cos(x, y):
+        dot = sum(p * q for p, q in zip(x, y))
+        nx = math.sqrt(sum(p * p for p in x))
+        ny = math.sqrt(sum(q * q for q in y))
+        return dot / (nx * ny or 1.0)
+
+    assert cos(base, sim) > cos(base, dif)
+
+
+def test_get_embedder_fake_engine_returns_fake():
+    e = get_embedder("fake")
+    assert e.__class__.__name__ == "FakeEmbedder"