From 0c218be0648efd9b4728dd32b0e85f1d2bab7460 Mon Sep 17 00:00:00 2001
From: natoverse <github@talkswithnumbers.com>
Date: Thu, 18 Sep 2025 20:46:40 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20microsof?=
 =?UTF-8?q?t/graphrag@6d7a50b7f0abd2b39d18394c8458f28aa9c85672=20?=
 =?UTF-8?q?=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .../custom_vector_store/index.html            |  18 +--
 examples_notebooks/drift_search/index.html    | 136 +++++++++---------
 examples_notebooks/global_search/index.html   |  14 +-
 .../index.html                                |  20 ++-
 examples_notebooks/local_search/index.html    |  36 ++---
 5 files changed, 116 insertions(+), 108 deletions(-)

diff --git a/examples_notebooks/custom_vector_store/index.html b/examples_notebooks/custom_vector_store/index.html
index 3de9d514..bb64d792 100644
--- a/examples_notebooks/custom_vector_store/index.html
+++ b/examples_notebooks/custom_vector_store/index.html
@@ -3010,19 +3010,19 @@ for i, result in enumerate(search_results, 1):
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
 <pre>🔍 Found 3 similar documents:
 
-1. ID: doc_4
+1. ID: doc_3
+   Text: Machine learning models can process and understand natural l...
+   Similarity Score: 0.0619
+   Category: AI
+
+2. ID: doc_4
    Text: Custom implementations allow for specialized behavior and in...
-   Similarity Score: 0.0131
+   Similarity Score: 0.0242
    Category: development
 
-2. ID: doc_1
+3. ID: doc_1
    Text: GraphRAG is a powerful knowledge graph extraction and reason...
-   Similarity Score: -0.0021
-   Category: technology
-
-3. ID: doc_2
-   Text: Vector stores enable efficient similarity search over high-d...
-   Similarity Score: -0.0102
+   Similarity Score: -0.0057
    Category: technology
 
 </pre>
diff --git a/examples_notebooks/drift_search/index.html b/examples_notebooks/drift_search/index.html
index 5d87a1fc..e2b9a1a7 100644
--- a/examples_notebooks/drift_search/index.html
+++ b/examples_notebooks/drift_search/index.html
@@ -2517,7 +2517,7 @@ search = DRIFTSearch(
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>
100%|██████████| 1/1 [00:05&lt;00:00,  5.10s/it]</pre>
+<pre>
100%|██████████| 1/1 [00:13&lt;00:00, 13.46s/it]</pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
@@ -2562,19 +2562,19 @@ search = DRIFTSearch(
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>
 33%|███▎      | 1/3 [00:14&lt;00:28, 14.38s/it]</pre>
+<pre>
 33%|███▎      | 1/3 [00:18&lt;00:37, 18.56s/it]</pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>
 67%|██████▋   | 2/3 [00:15&lt;00:06,  6.58s/it]</pre>
+<pre>
 67%|██████▋   | 2/3 [00:23&lt;00:10, 10.57s/it]</pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>
100%|██████████| 3/3 [00:18&lt;00:00,  5.07s/it]</pre>
+<pre>
100%|██████████| 3/3 [00:24&lt;00:00,  6.05s/it]</pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
@@ -2619,19 +2619,19 @@ search = DRIFTSearch(
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>
 33%|███▎      | 1/3 [00:09&lt;00:18,  9.10s/it]</pre>
+<pre>
 33%|███▎      | 1/3 [00:10&lt;00:20, 10.08s/it]</pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>
 67%|██████▋   | 2/3 [00:12&lt;00:06,  6.00s/it]</pre>
+<pre>
 67%|██████▋   | 2/3 [00:11&lt;00:04,  4.91s/it]</pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>
100%|██████████| 3/3 [00:17&lt;00:00,  5.39s/it]</pre>
+<pre>
100%|██████████| 3/3 [00:14&lt;00:00,  4.23s/it]</pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
@@ -2676,19 +2676,19 @@ search = DRIFTSearch(
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>
 33%|███▎      | 1/3 [00:08&lt;00:16,  8.31s/it]</pre>
+<pre>
 33%|███▎      | 1/3 [00:08&lt;00:16,  8.04s/it]</pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>
 67%|██████▋   | 2/3 [00:13&lt;00:06,  6.20s/it]</pre>
+<pre>
 67%|██████▋   | 2/3 [00:08&lt;00:03,  3.75s/it]</pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="application/vnd.jupyter.stderr" tabindex="0">
-<pre>
100%|██████████| 3/3 [00:24&lt;00:00,  8.67s/it]</pre>
+<pre>
100%|██████████| 3/3 [00:11&lt;00:00,  3.15s/it]</pre>
 </div>
 </div>
 <div class="jp-OutputArea-child">
@@ -2739,7 +2739,7 @@ search = DRIFTSearch(
 <div class="jp-OutputArea-child jp-OutputArea-executeResult">
 <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[7]:</div>
 <div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
-<pre>"Agent Alex Mercer is a pivotal member of the Paranormal Military Squad, a specialized team involved in Operation: Dulce, which focuses on exploring the Dulce base rumored to house advanced alien technology. Mercer's role in the operation is multifaceted, encompassing leadership, mentorship, and active exploration [Data: Reports (1); Sources (0, 1)].\n\n### Leadership and Mentorship\nMercer is noted for his leadership style that emphasizes intuition, trust, and mentorship. He plays a significant role as a mentor to Sam Rivera, a cybersecurity expert, providing guidance and fostering a collaborative environment. This mentorship is crucial for the mission's success, as it helps Rivera grow into a more confident and integral member of the team [Data: Reports (1); Sources (0, 1, 3)].\n\n### Team Dynamics\nMercer's professional relationships with other key team members, such as Agent Taylor Cruz and Dr. Jordan Hayes, are characterized by a balance between authoritative leadership and intuitive decision-making. This dynamic is essential for the team's success, as it allows them to navigate the unpredictable challenges of the mission effectively [Data: Reports (1); Sources (0, 1, 2)].\n\n### Role in the Mission\nMercer's active participation in the exploration of the Dulce base underscores the importance of his contributions to the mission. His presence in the field, alongside other agents, highlights the trust placed in his abilities by the Paranormal Military Squad [Data: Reports (1)].\n\nOverall, Agent Mercer's role in Operation: Dulce is integral to the mission's success, highlighting the interconnectedness and collaborative spirit of the team."</pre>
+<pre>"Agent Alex Mercer is a pivotal member of the Paranormal Military Squad, playing a crucial role in Operation: Dulce. This operation involves the exploration and investigation of the Dulce base, which is rumored to house advanced alien technology. Mercer's involvement underscores his importance within the team and the broader mission [Data: Reports (1)].\n\n### Key Attributes and Roles:\n- **Leadership and Mentorship**: Mercer is noted for his leadership qualities and serves as a mentor to Agent Sam Rivera. His mentorship fosters trust and guidance within the team, which is essential for navigating the complexities of their mission [Data: Reports (1); Sources (3)].\n- **Strategic Planning**: He is involved in the strategic planning and execution of the mission, ensuring the team remains focused and coordinated [Data: Reports (1)].\n- **Intuition and Trust**: Mercer's leadership style emphasizes intuition and trust, which he believes are crucial for dealing with the unknown variables of their mission. This approach complements the more protocol-driven style of other team members like Taylor Cruz [Data: Reports (1); Sources (0, 3)].\n\n### Team Dynamics:\n- **Collaboration with Other Agents**: Mercer collaborates closely with other key agents, including Agent Cruz, Agent Hayes, and Agent Rivera. His interactions with Dr. Jordan Hayes highlight a respect for scientific inquiry and a willingness to engage with complex questions about their mission [Data: Reports (1); Sources (3)].\n- **Balancing Protocol and Intuition**: While Cruz emphasizes strict adherence to protocols, Mercer encourages a more intuitive approach, which sometimes leads to tension but also complements the team's overall strategy [Data: Reports (1); Sources (0, 3)].\n\nOverall, Agent Mercer's skills in leadership, mentorship, strategic thinking, and team dynamics make him an invaluable asset to the Paranormal Military Squad [Data: Reports (1); Sources (0, 3)]."</pre>
 </div>
 </div>
 </div>
@@ -2778,18 +2778,29 @@ search = DRIFTSearch(
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>{"How does Agent Mercer's leadership style differ from Agent Cruz's?": {'reports':   id                                           title  \
+<pre>{'What specific skills does Agent Mercer bring to the Paranormal Military Squad?': {'reports':   id                                           title  \
 0  1  Paranormal Military Squad and Operation: Dulce   
 
                                              content  
 0  # Paranormal Military Squad and Operation: Dul...  , 'entities': Empty DataFrame
 Columns: [in_context]
 Index: [], 'sources':   id                                               text
-0  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-1  2   differently than praise from others. This was...
-2  3   contrast to the rigid silence enveloping the ...
+0  3   contrast to the rigid silence enveloping the ...
+1  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+2  1  , the hollow echo of the bay a stark reminder ...
+3  2   differently than praise from others. This was...
+4  4   a mask of duty.\n\nIn the midst of the descen...}, "How does Agent Mercer's leadership style influence the team's dynamics?": {'reports':   id                                           title  \
+0  1  Paranormal Military Squad and Operation: Dulce   
+
+                                             content  
+0  # Paranormal Military Squad and Operation: Dul...  , 'entities': Empty DataFrame
+Columns: [in_context]
+Index: [], 'sources':   id                                               text
+0  2   differently than praise from others. This was...
+1  3   contrast to the rigid silence enveloping the ...
+2  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
 3  1  , the hollow echo of the bay a stark reminder ...
-4  4   a mask of duty.\n\nIn the midst of the descen...}, 'What are the potential implications of the discoveries at the Dulce base?': {'reports':   id                                           title  \
+4  4   a mask of duty.\n\nIn the midst of the descen...}, 'What are the potential implications of the alien technology found at the Dulce base?': {'reports':   id                                           title  \
 0  1  Paranormal Military Squad and Operation: Dulce   
 
                                              content  
@@ -2800,18 +2811,7 @@ Index: [], 'sources':   id                                               text
 1  3   contrast to the rigid silence enveloping the ...
 2  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
 3  4   a mask of duty.\n\nIn the midst of the descen...
-4  1  , the hollow echo of the bay a stark reminder ...}, "How does Agent Mercer's mentorship impact Sam Rivera's role in the mission?": {'reports':   id                                           title  \
-0  1  Paranormal Military Squad and Operation: Dulce   
-
-                                             content  
-0  # Paranormal Military Squad and Operation: Dul...  , 'entities': Empty DataFrame
-Columns: [in_context]
-Index: [], 'sources':   id                                               text
-0  3   contrast to the rigid silence enveloping the ...
-1  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-2  1  , the hollow echo of the bay a stark reminder ...
-3  2   differently than praise from others. This was...
-4  4   a mask of duty.\n\nIn the midst of the descen...}, 'What challenges does the team face during the exploration of the Dulce base?': {'reports':   id                                           title  \
+4  1  , the hollow echo of the bay a stark reminder ...}, "How do Agent Mercer's relationships with other agents impact the mission?": {'reports':   id                                           title  \
 0  1  Paranormal Military Squad and Operation: Dulce   
 
                                              content  
@@ -2819,10 +2819,32 @@ Index: [], 'sources':   id                                               text
 Columns: [in_context]
 Index: [], 'sources':   id                                               text
 0  2   differently than praise from others. This was...
-1  1  , the hollow echo of the bay a stark reminder ...
-2  3   contrast to the rigid silence enveloping the ...
-3  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-4  4   a mask of duty.\n\nIn the midst of the descen...}, 'What role does Alex Mercer play in overcoming these challenges?': {'reports':   id                                           title  \
+1  3   contrast to the rigid silence enveloping the ...
+2  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+3  1  , the hollow echo of the bay a stark reminder ...
+4  4   a mask of duty.\n\nIn the midst of the descen...}, "How does Dr. Jordan Hayes' expertise contribute to understanding the alien technology?": {'reports':   id                                           title  \
+0  1  Paranormal Military Squad and Operation: Dulce   
+
+                                             content  
+0  # Paranormal Military Squad and Operation: Dul...  , 'entities': Empty DataFrame
+Columns: [in_context]
+Index: [], 'sources':   id                                               text
+0  3   contrast to the rigid silence enveloping the ...
+1  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+2  2   differently than praise from others. This was...
+3  1  , the hollow echo of the bay a stark reminder ...
+4  4   a mask of duty.\n\nIn the midst of the descen...}, 'What are the specific challenges Agent Mercer faces in Operation: Dulce?': {'reports':   id                                           title  \
+0  1  Paranormal Military Squad and Operation: Dulce   
+
+                                             content  
+0  # Paranormal Military Squad and Operation: Dul...  , 'entities': Empty DataFrame
+Columns: [in_context]
+Index: [], 'sources':   id                                               text
+0  2   differently than praise from others. This was...
+1  3   contrast to the rigid silence enveloping the ...
+2  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+3  1  , the hollow echo of the bay a stark reminder ...
+4  4   a mask of duty.\n\nIn the midst of the descen...}, "What role does intuition play in Mercer's approach to the mission?": {'reports':   id                                           title  \
 0  1  Paranormal Military Squad and Operation: Dulce   
 
                                              content  
@@ -2833,50 +2855,28 @@ Index: [], 'sources':   id                                               text
 1  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
 2  1  , the hollow echo of the bay a stark reminder ...
 3  2   differently than praise from others. This was...
-4  4   a mask of duty.\n\nIn the midst of the descen...}, 'What are the potential consequences of failing to overcome these challenges?': {'reports':   id                                           title  \
+4  4   a mask of duty.\n\nIn the midst of the descen...}, "What role does intuition play in Mercer's decision-making process?": {'reports':   id                                           title  \
 0  1  Paranormal Military Squad and Operation: Dulce   
 
                                              content  
 0  # Paranormal Military Squad and Operation: Dul...  , 'entities': Empty DataFrame
 Columns: [in_context]
 Index: [], 'sources':   id                                               text
-0  4   a mask of duty.\n\nIn the midst of the descen...
-1  3   contrast to the rigid silence enveloping the ...
+0  3   contrast to the rigid silence enveloping the ...
+1  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
+2  1  , the hollow echo of the bay a stark reminder ...
+3  2   differently than praise from others. This was...
+4  4   a mask of duty.\n\nIn the midst of the descen...}, 'What are the potential implications of the alien technology on current scientific understanding?': {'reports':   id                                           title  \
+0  1  Paranormal Military Squad and Operation: Dulce   
+
+                                             content  
+0  # Paranormal Military Squad and Operation: Dul...  , 'entities': Empty DataFrame
+Columns: [in_context]
+Index: [], 'sources':   id                                               text
+0  3   contrast to the rigid silence enveloping the ...
+1  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
 2  2   differently than praise from others. This was...
 3  1  , the hollow echo of the bay a stark reminder ...
-4  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...}, 'What challenges does Sam Rivera face during Operation: Dulce?': {'reports':   id                                           title  \
-0  1  Paranormal Military Squad and Operation: Dulce   
-
-                                             content  
-0  # Paranormal Military Squad and Operation: Dul...  , 'entities': Empty DataFrame
-Columns: [in_context]
-Index: [], 'sources':   id                                               text
-0  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-1  2   differently than praise from others. This was...
-2  1  , the hollow echo of the bay a stark reminder ...
-3  3   contrast to the rigid silence enveloping the ...
-4  4   a mask of duty.\n\nIn the midst of the descen...}, "How does the leadership style of Taylor Cruz impact the team's performance?": {'reports':   id                                           title  \
-0  1  Paranormal Military Squad and Operation: Dulce   
-
-                                             content  
-0  # Paranormal Military Squad and Operation: Dul...  , 'entities': Empty DataFrame
-Columns: [in_context]
-Index: [], 'sources':   id                                               text
-0  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-1  2   differently than praise from others. This was...
-2  3   contrast to the rigid silence enveloping the ...
-3  1  , the hollow echo of the bay a stark reminder ...
-4  4   a mask of duty.\n\nIn the midst of the descen...}, "How do the team members' roles and relationships impact the mission's success?": {'reports':   id                                           title  \
-0  1  Paranormal Military Squad and Operation: Dulce   
-
-                                             content  
-0  # Paranormal Military Squad and Operation: Dul...  , 'entities': Empty DataFrame
-Columns: [in_context]
-Index: [], 'sources':   id                                               text
-0  1  , the hollow echo of the bay a stark reminder ...
-1  2   differently than praise from others. This was...
-2  0  # Operation: Dulce\n\n## Chapter 1\n\nThe thru...
-3  3   contrast to the rigid silence enveloping the ...
 4  4   a mask of duty.\n\nIn the midst of the descen...}}
 </pre>
 </div>
diff --git a/examples_notebooks/global_search/index.html b/examples_notebooks/global_search/index.html
index d4e34d50..719cfa2e 100644
--- a/examples_notebooks/global_search/index.html
+++ b/examples_notebooks/global_search/index.html
@@ -2706,17 +2706,11 @@ print(result.response)</div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>### Overview of Operation: Dulce
+<pre>Operation: Dulce is a significant mission conducted by the Paranormal Military Squad, focusing on the investigation of alien technology and its implications for humanity. This operation involves exploring and uncovering the secrets of the Dulce base, which is central to the mission's objectives. The Dulce base is associated with advanced alien technology, and its exploration is crucial for the success of the operation [Data: Reports (0, 1)].
 
-Operation: Dulce is a significant mission undertaken by the Paranormal Military Squad, an elite group tasked with investigating alien technology and its implications for humanity. The operation's primary focus is on the Dulce base, a central element of the mission, which is associated with advanced alien technology. The exploration and understanding of this technology are crucial to the mission's objectives and the overall success of Operation: Dulce [Data: Reports (0, 1)].
+The mission is carried out by an elite group known as the Paranormal Military Squad, which includes agents such as Alex Mercer, Taylor Cruz, Jordan Hayes, and Sam Rivera. These agents convene in a sterile briefing room to meticulously plan and coordinate their missions, ensuring that every aspect is covered for the operation's success [Data: Reports (1)].
 
-### Key Personnel
-
-The mission involves key agents from the Paranormal Military Squad, including Alex Mercer, Taylor Cruz, Jordan Hayes, and Sam Rivera. Each of these agents plays a significant role in exploring the Dulce base and working with the alien technology found there. Their expertise and dedication are vital to navigating the complexities of the mission [Data: Reports (1)].
-
-### Mission Motivation
-
-A strong sense of duty drives the individuals involved in Operation: Dulce. This motivation is a critical factor that propels the team members to undertake the mission and face the challenges presented by the Dulce base. The commitment to uncovering the secrets of the base and understanding its technological implications underscores the importance and complexity of the operation [Data: Reports (0)].
+A strong sense of duty drives the individuals involved in Operation: Dulce. This sense of responsibility motivates the team members to navigate the complexities of the Dulce base, emphasizing the mission's importance and the community's dynamics [Data: Reports (0)].
 </pre>
 </div>
 </div>
@@ -2847,7 +2841,7 @@ print(
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>LLM calls: 2. Prompt tokens: 3429. Output tokens: 536.
+<pre>LLM calls: 2. Prompt tokens: 3525. Output tokens: 590.
 </pre>
 </div>
 </div>
diff --git a/examples_notebooks/global_search_with_dynamic_community_selection/index.html b/examples_notebooks/global_search_with_dynamic_community_selection/index.html
index 50840b5f..ed1d7c0f 100644
--- a/examples_notebooks/global_search_with_dynamic_community_selection/index.html
+++ b/examples_notebooks/global_search_with_dynamic_community_selection/index.html
@@ -2624,9 +2624,21 @@ print(result.response)</div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>Operation: Dulce is a significant mission undertaken by the Paranormal Military Squad, an elite group tasked with investigating alien technology and its implications for humanity. The operation focuses on the exploration and uncovering of secrets within the Dulce base, which is central to the mission's objectives. The base is associated with advanced alien technology, making it a crucial element for the success of the operation [Data: Reports (0, 1)].
+<pre>### Overview of Operation: Dulce
 
-Key agents involved in Operation: Dulce include Alex Mercer, Taylor Cruz, Jordan Hayes, and Sam Rivera, each playing significant roles in navigating the complexities of the Dulce base. The sense of duty is a driving force behind these individuals, motivating them to undertake the mission and explore the depths of the base [Data: Reports (0, 1)].
+Operation: Dulce is a significant mission undertaken by the Paranormal Military Squad, an elite group tasked with investigating alien technology and its implications for humanity. The operation is centered around the exploration and uncovering of secrets within the Dulce base, which is known for its association with advanced alien technology [Data: Reports (0)].
+
+### Key Participants
+
+The mission involves key agents from the Paranormal Military Squad, including Alex Mercer, Taylor Cruz, Jordan Hayes, and Sam Rivera. Each of these agents plays a significant role in the execution of the mission, contributing to its complexity and importance [Data: Reports (1)].
+
+### Mission Objectives
+
+The primary objective of Operation: Dulce is to explore the depths of the Dulce base. This base is crucial to the mission's objectives due to its connection with advanced alien technology, which is vital for the overall success of the operation [Data: Reports (1)].
+
+### Motivation and Challenges
+
+A strong sense of duty drives the individuals involved in Operation: Dulce. This motivation is essential as they navigate the complexities and challenges presented by the Dulce base, ensuring the mission's progress and potential success [Data: Reports (0)].
 </pre>
 </div>
 </div>
@@ -2786,9 +2798,9 @@ print(
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
 <pre>Build context (gpt-4o)
-LLM calls: 2. Prompt tokens: 1761. Output tokens: 234.
+LLM calls: 2. Prompt tokens: 1761. Output tokens: 243.
 Map-reduce (gpt-4o)
-LLM calls: 2. Prompt tokens: 3418. Output tokens: 434.
+LLM calls: 2. Prompt tokens: 3418. Output tokens: 521.
 </pre>
 </div>
 </div>
diff --git a/examples_notebooks/local_search/index.html b/examples_notebooks/local_search/index.html
index 6d991c9a..efb9feb2 100644
--- a/examples_notebooks/local_search/index.html
+++ b/examples_notebooks/local_search/index.html
@@ -3457,23 +3457,23 @@ print(result.response)</div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>## Overview of Agent Alex Mercer
+<pre>### Overview of Agent Alex Mercer
 
 Agent Alex Mercer is a prominent member of the Paranormal Military Squad, an elite group tasked with executing Operation: Dulce. He plays a crucial role in the mission, providing guidance and emphasizing the importance of intuition and trust among his team members [Data: Reports (1); Entities (0, 4)]. Mercer's leadership and mentorship are particularly significant, as he serves as a mentor to Sam Rivera, offering valuable support and leadership [Data: Reports (1); Entities (0, 3)].
 
-## Role in Operation: Dulce
+### Role in Operation: Dulce
 
-Alex Mercer is deeply involved in Operation: Dulce, where he is one of the agents exploring the Dulce base. His role in the mission is critical, as he is responsible for navigating and uncovering the secrets of the base [Data: Reports (1); Entities (0, 8); Relationships (23, 24, 37)]. Despite his compliance with protocols, Mercer experiences internal conflict between following orders and his natural inclination to question and explore all details, which is highlighted through his interactions with Taylor Cruz [Data: Claims (3, 5)].
+In the context of Operation: Dulce, Alex Mercer is one of the agents exploring the Dulce base, a mysterious and secretive location associated with advanced alien technology [Data: Reports (1); Entities (0, 8); Relationships (23, 24, 37)]. His involvement in the mission is marked by a balance between compliance with protocols and a natural inclination to question and explore all details, which sometimes leads to internal conflict [Data: Claims (3, 5)].
 
-## Relationships and Interactions
+### Relationships and Interactions
 
-Mercer shares a professional relationship with Taylor Cruz, acknowledging Cruz's authority while also experiencing a competitive undercurrent due to Cruz's authoritative nature [Data: Reports (1); Relationships (0)]. He also collaborates closely with Dr. Jordan Hayes, with whom he shares mutual respect and understanding, particularly admiring each other's expertise and analytical abilities [Data: Relationships (1)]. Mercer's mentorship of Sam Rivera is another key aspect of his role, as he provides guidance and support to Rivera, who is a cybersecurity expert and a crucial asset to the team [Data: Reports (1); Relationships (2, 15)].
+Mercer maintains professional relationships with other key members of the squad, including Taylor Cruz and Jordan Hayes. His relationship with Taylor Cruz is primarily professional, characterized by a competitive undercurrent due to Cruz's authoritative nature [Data: Relationships (0); Claims (3)]. With Jordan Hayes, Mercer shares a mutual respect and understanding, particularly admiring each other's expertise and analytical abilities [Data: Relationships (1)]. Additionally, his mentorship of Sam Rivera highlights his role as a guiding figure within the team [Data: Relationships (2, 15)].
 
-## Leadership and Mentorship
+### Leadership and Challenges
 
-Mercer's leadership style is characterized by his emphasis on intuition and trust, which he imparts to his mentee, Sam Rivera. This mentorship is vital to the success of Operation: Dulce, as it helps foster a sense of teamwork and adaptability among the agents [Data: Reports (1); Entities (0, 3)]. Despite the challenges posed by the mission and the authoritative leadership of Taylor Cruz, Mercer remains a key figure in ensuring the mission's success through his guidance and support [Data: Reports (1); Claims (3, 5)].
+Despite his leadership qualities, Mercer experiences internal conflict between adhering to protocols and his natural curiosity. This conflict is highlighted through his interactions with Taylor Cruz and his own reflections on the mission [Data: Claims (3)]. His leadership is further emphasized by his role in leading the mission into the Dulce base, indicating his significant involvement in mission leadership and decision-making [Data: Claims (5)].
 
-In summary, Agent Alex Mercer is a pivotal figure in the Paranormal Military Squad, contributing significantly to Operation: Dulce through his leadership, mentorship, and collaborative efforts with his team members. His ability to balance protocol compliance with his natural curiosity and intuition makes him an invaluable asset to the mission.
+In summary, Agent Alex Mercer is a key figure in the Paranormal Military Squad, known for his leadership, mentorship, and critical role in Operation: Dulce. His interactions with other team members and his internal struggles with protocol compliance add depth to his character and highlight the complexities of his role in the mission.
 </pre>
 </div>
 </div>
@@ -3524,25 +3524,27 @@ print(result.response)</div>
 <div class="jp-OutputArea-child">
 <div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
 <div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>### Overview of Dr. Jordan Hayes
+<pre>## Overview of Dr. Jordan Hayes
 
 Dr. Jordan Hayes is a prominent scientist and a key member of the Paranormal Military Squad, known for their expertise in physics and composed demeanor. They play a significant role in Operation: Dulce, particularly in working with alien technology, which is a central element of the mission [Data: Entities (2); Reports (1)].
 
-### Role in Operation: Dulce
+## Role in Operation: Dulce
 
-Dr. Hayes is deeply involved in the exploration of the Dulce base, where they contribute significantly to the team's efforts by analyzing and working on alien technology. Their analytical mind and reflective nature are crucial in navigating the complexities of the mission. Hayes is recognized for their ability to adapt to unknown variables, which is essential given the unpredictable nature of the operation [Data: Reports (1); Entities (2, 10); Relationships (5, 9, 18, 51)].
+Dr. Hayes is deeply involved in the exploration of the Dulce base, where they contribute significantly to the team's efforts by analyzing alien technology. Their analytical mind and reflective nature are crucial in navigating the complexities of the mission. Hayes is recognized for their ability to adapt to unknown variables, which is essential given the unpredictable nature of the operation [Data: Reports (1); Entities (2, 10); Relationships (5, 9, 18, 51)].
 
-### Professional Relationships
+## Professional Relationships
 
-Dr. Hayes maintains professional relationships with other key members of the Paranormal Military Squad, including Taylor Cruz and Sam Rivera. Their relationship with Taylor Cruz is marked by differing views on protocol and adaptability, highlighting a complex dynamic characterized by moments of mutual respect. With Sam Rivera, Hayes shares a common belief in the importance of adaptability, which is vital for the success of Operation: Dulce [Data: Reports (1); Relationships (5, 9, 25)].
+Dr. Hayes maintains professional relationships with other key members of the Paranormal Military Squad, including Taylor Cruz and Sam Rivera. Their interactions with Cruz are marked by differing views on protocol and adaptability, highlighting a complex relationship characterized by moments of mutual respect. With Sam Rivera, Hayes shares a common belief in the importance of adaptability, which is vital for the success of Operation: Dulce [Data: Reports (1); Relationships (5, 9, 25)].
 
-### Analytical Insights and Skepticism
+## Analytical Insights and Skepticism
 
-Dr. Hayes is portrayed as skeptical of strict adherence to protocols, emphasizing the need for adaptability and acknowledging the unknown variables that exceed the known. This skepticism is evident in their interactions and comments during briefings, where they provide analytical insights and express concerns about the mission. Their role in analytical assessment is crucial, as they identified a suspicious panel within the Dulce base, indicating a hidden element that could be pivotal to the mission's success [Data: Claims (2, 6, 10); Sources (0, 2)].
+Dr. Hayes is portrayed as skeptical of strict adherence to protocols, emphasizing the need for adaptability and acknowledging the unknown variables that exceed the known. This skepticism is evident in their interactions and comments during briefings, where they provide analytical insights and express concerns about the mission. Hayes's ability to identify hidden elements within the Dulce base, such as a suspicious panel, further underscores their analytical prowess [Data: Claims (2, 6, 10); Sources (0, 2)].
 
-### Contribution to the Team
+## Contribution to the Team
 
-Dr. Hayes' contribution to the Paranormal Military Squad is invaluable, as they bring a unique perspective that balances scientific inquiry with practical mission objectives. Their ability to remain composed under pressure and their commitment to understanding alien technology make them a vital asset to the team. As the mission progresses, Hayes' insights and adaptability continue to play a critical role in navigating the challenges posed by the Dulce base and its secrets [Data: Reports (1); Entities (2); Relationships (10, 27, 48)].
+As a member of the Paranormal Military Squad, Dr. Hayes's contributions extend beyond their scientific expertise. They are involved in the team's preparation and coordination efforts, ensuring that all aspects of the mission are meticulously planned and executed. Their role in the lab, working on alien technology, is pivotal to the mission's objectives and the overall success of Operation: Dulce [Data: Reports (1); Entities (2, 13); Relationships (10, 51)].
+
+In summary, Dr. Jordan Hayes is a vital asset to the Paranormal Military Squad, bringing a unique blend of scientific expertise, analytical insight, and adaptability to the challenges posed by Operation: Dulce. Their professional relationships and contributions to the mission highlight their importance in navigating the complexities of the Dulce base and its alien technology.
 </pre>
 </div>
 </div>