diff --git a/experiments/topic_source_curation/scripts/make_ref_topic_links.py b/experiments/topic_source_curation/scripts/make_ref_topic_links.py
index 7b0c88d..4226d17 100644
--- a/experiments/topic_source_curation/scripts/make_ref_topic_links.py
+++ b/experiments/topic_source_curation/scripts/make_ref_topic_links.py
@@ -3,7 +3,7 @@
 from experiments.topic_source_curation.curator import get_topics_to_curate
 import django
 
-from sefaria.model import RefTopicLink
+from sefaria.model import RefTopicLink, Ref
 from sefaria.model import Topic as SefariaTopic
 from sefaria.helper.llm.topic_prompt import make_llm_topic
 django.setup()
@@ -13,7 +13,7 @@
 def _make_ref_topic_link(topic, tref, context, i):
     return {
         "toTopic": topic.slug,
-        "ref": tref,
+        "ref": Ref(tref).normal(),
         "linkType": "about",
         "class": "refTopic",
         "dataSource": "learning-team",
@@ -25,7 +25,7 @@ def _make_ref_topic_link(topic, tref, context, i):
         },
         "descriptions": {
             "en": {
-                "ai_context": context,
+                "ai_context": "N/A",
                 "published": False,
                 "review_state": "not reviewed",
             }
@@ -35,28 +35,55 @@ def _make_ref_topic_link(topic, tref, context, i):
 
 def save_ref_topic_links():
     import json
-    with open("data/private/ref_topic_links.json", "r") as fin:
+    with open("scripts/ref_topic_links.json", "r") as fin:
         links = json.load(fin)
     len(links)
     for link in links:
+        try:
+            existing_links = RefTopicLinkSet({
+                "toTopic": link["toTopic"],
+                "ref": link["ref"],
+                "linkType": link["linkType"],
+                "dataSource": link["dataSource"],
+            })
+        except Exception as e:
+            continue
+            print(e)
+        if existing_links:
+            existing_links.delete()
         RefTopicLink(link).save()
 
 def _generate_all_prompts():
     from tqdm import tqdm
-    slugs_to_generate = {l.toTopic for l in RefTopicLinkSet({"generatedBy": "auto-curator"})}
     slugs_to_generate = [
-        'balaam',
-        'caleb',
-        'parents',
-        'parah-adumah',
-        'hunger',
-        'disability',
-        'aarons-death',
-        'josephs-dream',
-        'empathy',
-        'leviathan',
-        'memory',
+        "naaman",
+        "nephilim",
+        "naftali",
+        "sisera",
+        "sennacherib",
+        "serah-the-daughter-of-asher",
+        "iddo",
+        "obadiah",
+        "og",
+        "uzziah",
+        "ezra",
+        "achan",
+        "the-sons-of-eli",
+        "eli",
+        "amos",
+        "amram",
+        "amasa",
+        "efron",
+        "er-(firstborn-son-of-judah)",
+        "esau",
+        "potiphar",
+        "the-concubine-of-givah",
+        "pharaoh",
+        "zelophehad",
+        "keturah",
+        "cain",
     ]
+
     for slug in tqdm(slugs_to_generate):
         _generate_prompts_for_slug(slug)
 
@@ -72,12 +99,10 @@ def _generate_prompts_for_slug(slug):
 
 if __name__ == '__main__':
     links = []
-    # topics = random.sample(get_topics_to_curate(), 50)
-    topics = [make_llm_topic(SefariaTopic.init(slug)) for slug in [
-        'creation-of-man'
-    ]]
+    # topics = get_topics_to_curate()[94:120]
+    topics = [make_llm_topic(SefariaTopic.init('abel'))]
     for topic in topics:
-        print(topic.slug)
+        print(f'"{topic.slug}",')
         with open(f"output/curation_{topic.slug}.json", "r") as fin:
             curation = json.load(fin)
             for i, entry in enumerate(curation):