diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..2bb299d
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,3 @@
+**/__pycache__/
+*.py[cod]
+*$py.class
diff --git a/config.py b/config.py
new file mode 100644
index 0000000..654fe21
--- /dev/null
+++ b/config.py
@@ -0,0 +1,5 @@
+model_url             = "http://localhost:11434/api/embed"
+model_name            = "nomic-embed-text"
+memories_db_path      = "./memories"
+memories_table        = "knowledge_stories"
+memories_vector_size  = 768
diff --git a/memories_semantic_search.py b/memories_semantic_search.py
new file mode 100644
index 0000000..616d7c4
--- /dev/null
+++ b/memories_semantic_search.py
@@ -0,0 +1,20 @@
+import lancedb
+import config, embedding
+db = lancedb.connect(config.memories_db_path)
+table = db.open_table(config.memories_table)
+question = "Email group Microsoft tidak muncul, apakah masuk spam?"
+query_vector = embedding.embed_text(question)
+results = (
+    table.search(query_vector, vector_column_name="vector_title")
+    .limit(3)
+    .to_list()
+)
+print("Pertanyaan:")
+print(question)
+print("Hasil paling mirip:")
+for row in results:
+    print("=" * 60)
+    print("ID:", row["id"])
+    print("Title:", row["title"])
+    print("Story:", row["story"])
+    print("Distance:", row["_distance"])
diff --git a/memories_test.py b/memories_test.py
new file mode 100644
index 0000000..911d61a
--- /dev/null
+++ b/memories_test.py
@@ -0,0 +1,7 @@
+import config, embedding
+text = "Saya lupa password di HRIS AFMS2"
+vector = embedding.embed_text(config.model_url, config.model_name, text)
+print("Text:")
+print(text)
+print("Vector:")
+print(str(vector))
diff --git a/requirements.txt b/requirements.txt
new file mode 100644
index 0000000..9a3182a
--- /dev/null
+++ b/requirements.txt
@@ -0,0 +1,2 @@
+lancedb
+pyarrow
diff --git a/table_modify.py b/table_modify.py
new file mode 100644
index 0000000..2628367
--- /dev/null
+++ b/table_modify.py
@@ -0,0 +1,43 @@
+import lancedb
+import embedding
+db = lancedb.connect(config.memories_db_path)
+table = db.open_table(config.memories_table)
+docs = [
+    {
+        "id": "wifi-001",
+        "title": "Perubahan password WiFi menjadi login portal",
+        "story": (
+            "Password WiFi kantor telah berubah. "
+            "Sekarang akses WiFi menggunakan login portal. "
+            "Akun login akan diberikan melalui chat pribadi masing-masing user."
+        ),
+    },
+    {
+        "id": "m365-001",
+        "title": "Cara cek spam pada Outlook Group",
+        "story": (
+            "Untuk mengecek spam pada Outlook Group, buka Outlook Web. "
+            "Masuk ke menu Groups, pilih group terkait, lalu cek folder Junk Email atau Spam."
+        ),
+    },
+    {
+        "id": "printer-001",
+        "title": "Printer tidak terdeteksi di komputer",
+        "story": (
+            "Jika printer tidak terdeteksi, cek koneksi kabel atau jaringan. "
+            "Pastikan driver printer sudah terinstall, lalu coba restart service Print Spooler."
+        ),
+    },
+]
+for doc in docs:
+    row = {
+        "id"            : doc["id"     ],
+        "title"         : doc["title"  ],
+        "story"         : doc["story"  ],
+        "vector_title"  : embedding.embed_text(doc["title"]),
+    }
+    table.add([row])
+    print(f"Menambahkan record: {doc['title']}")
+print("\nTable berhasil diproses.")
+print("Nama table:", config.memories_table)
+print("Jumlah row:", table.count_rows())