diff --git a/foodie_utils.py b/foodie_utils.py
index 7bb48ba..1d27404 100644
--- a/foodie_utils.py
+++ b/foodie_utils.py
@@ -621,6 +621,15 @@ def insert_link_naturally(summary, source_name, source_url):
             logging.error("No valid paragraphs to insert link.")
             return append_link_as_fallback(summary, source_name, source_url)
 
+        # Remove duplicates while preserving order
+        seen = set()
+        unique_paragraphs = []
+        for para in paragraphs:
+            if para.strip() and para not in seen:
+                seen.add(para)
+                unique_paragraphs.append(para)
+        paragraphs = unique_paragraphs
+
         # Find paragraphs with at least two sentences
         eligible_paragraphs = [
             p for p in paragraphs
@@ -714,6 +723,7 @@ def insert_link_naturally(summary, source_name, source_url):
 
         sentences[sentence_idx] = new_sentence
         new_para = ' '.join(sentences)
+        # Update the paragraph in the original list
         paragraphs[paragraphs.index(best_paragraph)] = new_para
 
         # Rejoin paragraphs with \n\n
@@ -1766,8 +1776,8 @@ def prepare_post_data(summary, title, main_topic=None):
             new_title = "A Tasty Food Discovery Awaits You"
         logging.info(f"Generated new title: '{new_title}'")
         
-        # Update to unpack four values
-        search_query, relevance_keywords, generated_main_topic, skip_flag = smart_image_and_filter(new_title, summary)
+        # Update to unpack five values from smart_image_and_filter
+        search_query, relevance_keywords, generated_main_topic, skip_flag, specific_term = smart_image_and_filter(new_title, summary)
         if skip_flag:
             logging.info("Summary filtered out during post preparation")
             return None, None, None, None, None, None, None
@@ -1775,7 +1785,7 @@ def prepare_post_data(summary, title, main_topic=None):
         # Use the provided main_topic if available, otherwise use the generated one
         effective_main_topic = main_topic if main_topic else generated_main_topic
         
-        image_url, image_source, uploader, page_url = get_flickr_image(search_query, relevance_keywords, effective_main_topic)
+        image_url, image_source, uploader, page_url = get_flickr_image(search_query, relevance_keywords, effective_main_topic, specific_term)
         if not image_url:
             image_url, image_source, uploader, page_url = get_image(search_query)