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diff --git a/2023/info/matplotllm-after.md b/2023/info/matplotllm-after.md
index 0cd78e93..ed8215ae 100644
--- a/2023/info/matplotllm-after.md
+++ b/2023/info/matplotllm-after.md
@@ -5,7 +5,7 @@
# Transcript
-Introduction
+[[!template text="""Introduction""" video="00:00:00.000" id="subtitle"mainVideo-matplotllm]]
[[!template new="1" text="""Hi, my name is Abhinav and I'm going to talk about""" start="00:00:00.000" video="mainVideo-matplotllm" id="subtitle"]]
[[!template text="""this tool that I've been working on called MatplotLLM.""" start="00:00:03.040" video="mainVideo-matplotllm" id="subtitle"]]
@@ -46,7 +46,7 @@ Introduction
[[!template text="""to get rid of the complexity of the library""" start="00:01:35.200" video="mainVideo-matplotllm" id="subtitle"]]
[[!template text="""by working via an LLM.""" start="00:01:38.480" video="mainVideo-matplotllm" id="subtitle"]]
-What is an LLM?
+[[!template text="""What is an LLM?""" video="00:01:40.720" id="subtitle"mainVideo-matplotllm]]
[[!template new="1" text="""So an LLM is a large language model.""" start="00:01:40.720" video="mainVideo-matplotllm" id="subtitle"]]
[[!template text="""These are models which are""" start="00:01:43.400" video="mainVideo-matplotllm" id="subtitle"]]
@@ -65,7 +65,7 @@ What is an LLM?
[[!template text="""So that's a problem that it has.""" start="00:02:17.920" video="mainVideo-matplotllm" id="subtitle"]]
[[!template text="""But for this version, we are going to use that.""" start="00:02:21.120" video="mainVideo-matplotllm" id="subtitle"]]
-Using this library
+[[!template text="""Using this library""" video="00:02:23.600" id="subtitle"mainVideo-matplotllm]]
[[!template new="1" text="""Using this library is pretty simple.""" start="00:02:23.600" video="mainVideo-matplotllm" id="subtitle"]]
[[!template text="""You basically require the library""" start="00:02:25.480" video="mainVideo-matplotllm" id="subtitle"]]
@@ -122,7 +122,7 @@ Using this library
[[!template text="""which is plotting what I specified it to do,""" start="00:05:04.120" video="mainVideo-matplotllm" id="subtitle"]]
[[!template text="""though it looks a little dense.""" start="00:05:08.880" video="mainVideo-matplotllm" id="subtitle"]]
-Further instructions
+[[!template text="""Further instructions""" video="00:05:11.701" id="subtitle"mainVideo-matplotllm]]
[[!template new="1" text="""What I can do is""" start="00:05:11.701" video="mainVideo-matplotllm" id="subtitle"]]
[[!template text="""I can provide further instructions as feedback.""" start="00:05:12.641" video="mainVideo-matplotllm" id="subtitle"]]
@@ -175,7 +175,7 @@ Further instructions
[[!template text="""so probably it could be done better,""" start="00:07:56.680" video="mainVideo-matplotllm" id="subtitle"]]
[[!template text="""but the box is removed.""" start="00:07:58.560" video="mainVideo-matplotllm" id="subtitle"]]
-Room for improvement
+[[!template text="""Room for improvement""" video="00:08:00.160" id="subtitle"mainVideo-matplotllm]]
[[!template new="1" text="""Now, as you can see, the system is...""" start="00:08:00.160" video="mainVideo-matplotllm" id="subtitle"]]
[[!template text="""You will be able to see this""" start="00:08:03.360" video="mainVideo-matplotllm" id="subtitle"]]