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diff --git a/content/posts/KBhresearch_index.md b/content/posts/KBhresearch_index.md
@@ -84,7 +84,7 @@ In industry, I lead the development of [Condution](https://www.condution.com/),
 
 ## Course Notes {#course-notes}
 
-Some folks have mentioned that my course notes through classes at Stanford and before have been helpful. Feel free to browse my [Stanford UG Courses Index]({{< relref "KBhstanford_courses_index.md" >}}) if you want to check it out!
+Some folks have mentioned that my course notes through classes at Stanford and before have been helpful. Feel free to browse my [Stanford UG Courses Index](https://www.jemoka.com/posts/kbhstanford_courses_index/) if you want to check it out!
 
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diff --git a/content/posts/KBhstanford_courses_index.md b/content/posts/KBhstanford_courses_index.md
@@ -7,41 +7,43 @@ draft = false
 
 ## Stanford UG Y1, Aut {#stanford-ug-y1-aut}
 
--
--
+-   [Decision Making Index]({{< relref "KBhdecision_making_index.md" >}})
+-   [Computer Systems Index]({{< relref "KBhcomputer_systems_index.md" >}})
 -   [CS Probability Index]({{< relref "KBhcs_probability_index.md" >}})
--
+-   [Speech Processing Index]({{< relref "KBhspeech_processing_index.md" >}})
 
 
 ## Stanford UG Y1, Win {#stanford-ug-y1-win}
 
 -   [ODEs Index]({{< relref "KBhodes_index.md" >}})
 -   [OS Index]({{< relref "KBhos_index.md" >}})
--   [POMDPs Index]({{< relref "KBhpomdps_index.md" >}})
+-
 -   [Language Information Index]({{< relref "KBhlanguage_information_index.md" >}})
 
 
 ## UG Other Duties {#ug-other-duties}
 
 Here are a list of random indicies which may end up being helpful!
 
--
--
--
+-   [CLRS Index]({{< relref "KBhclrs_index.md" >}})
+-   [AI Master Class]({{< relref "KBhai_master_class.md" >}})
+-   [Software Engineering]({{< relref "KBhsoftware_engineering.md" >}})
 
 
 ## Stanford UG Talks {#stanford-ug-talks}
 
-| Date                                                                                         | Topic                             | Presenter     | Link |
-|----------------------------------------------------------------------------------------------|-----------------------------------|---------------|------|
-| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-09-20 Wed&gt;</span></span> | UG Research Program               | Brian Thomas  |      |
-| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-09-28 Thu&gt;</span></span> | Bld an Ecosystem, Not Monolith    | Colin Raffel  |      |
-| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-10-05 Thu&gt;</span></span> | Training Helpful CHatbots         | Nazeen Rajani |      |
-| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-10-26 Thu&gt;</span></span> | AI Intepretability for Bio        | Gasper Begus  |      |
-| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-11-02 Thu&gt;</span></span> | PT Transformers on Long Seqs      | Mike Lewis    |      |
-| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-11-07 Tue&gt;</span></span> | Transformers!                     | A. Vaswani    |      |
-| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-11-09 Thu&gt;</span></span> | Towards Interactive Agents        | Jessy Lin     |      |
-| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-11-16 Thu&gt;</span></span> | Dissociating Language and Thought | Anna Ivanova  |      |
+| Date                                                                                         | Topic                             | Presenter     | Link                                                                                          |
+|----------------------------------------------------------------------------------------------|-----------------------------------|---------------|-----------------------------------------------------------------------------------------------|
+| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-09-20 Wed&gt;</span></span> | UG Research Program               | Brian Thomas  | [Stanford UG Research Program]({{< relref "KBhstanford_ug_research_program.md" >}})           |
+| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-09-28 Thu&gt;</span></span> | Bld an Ecosystem, Not Monolith    | Colin Raffel  | [Build a System]({{< relref "KBhbuild_a_system_not_a_monolyth.md" >}})                        |
+| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-10-05 Thu&gt;</span></span> | Training Helpful CHatbots         | Nazeen Rajani | [Training Helpful Chatbots]({{< relref "KBhtraining_helpful_chatbots.md" >}})                 |
+| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-10-26 Thu&gt;</span></span> | AI Intepretability for Bio        | Gasper Begus  | [AI Intepretability]({{< relref "KBhai_intepretability.md" >}})                               |
+| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-11-02 Thu&gt;</span></span> | PT Transformers on Long Seqs      | Mike Lewis    | [Pretraining Long Transformers]({{< relref "KBhpretraining_long_transformers.md" >}})         |
+| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-11-07 Tue&gt;</span></span> | Transformers!                     | A. Vaswani    | [Transformers]({{< relref "KBhtransformers.md" >}})                                           |
+| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-11-09 Thu&gt;</span></span> | Towards Interactive Agents        | Jessy Lin     | [Interactive Agent]({{< relref "KBhinteractive_agent.md" >}})                                 |
+| <span class="timestamp-wrapper"><span class="timestamp">&lt;2023-11-16 Thu&gt;</span></span> | Dissociating Language and Thought | Anna Ivanova  | [Dissociating Language and Thought]({{< relref "KBhdissociating_language_and_thought.md" >}}) |
 
 
 ## Contacts {#contacts}
+
+[Talk Contacts]({{< relref "KBhtalk_contacts.md" >}})