diff --git a/INDEX.json b/INDEX.json
index 8a24ca391..f8afd7466 100644
--- a/INDEX.json
+++ b/INDEX.json
@@ -163,9 +163,9 @@
       "has_transcript": true
     },
     {
-      "path": "data/video/activeinferenceinstitute/ActiveInferAntStream/RDDfKm4yQIo",
+      "path": "data/video/activeinferenceinstitute/ActiveInferAntStream/Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts",
       "series": "ActiveInferAntStream",
-      "item": "RDDfKm4yQIo",
+      "item": "Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts",
       "parts": [
         "RDDfKm4yQIo"
       ],
@@ -3960,23 +3960,32 @@
       "has_transcript": false
     },
     {
-      "path": "data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/qwjwbiJ1LLw",
+      "path": "data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available",
       "series": "TextbookGroup",
-      "item": "qwjwbiJ1LLw",
+      "item": "Fundamentals_of_Active_Inference_Open_Source_code_available",
       "parts": [
         "qwjwbiJ1LLw"
       ],
       "has_transcript": true
     },
     {
-      "path": "data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/tmqPfDfQ5-s",
+      "path": "data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s",
       "series": "TextbookGroup",
-      "item": "tmqPfDfQ5-s",
+      "item": "Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s",
       "parts": [
         "tmqPfDfQ5-s"
       ],
       "has_transcript": true
     },
+    {
+      "path": "data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Active_Inference_Textbook_Group_in_early_2024_Cohort_6",
+      "series": "TextbookGroup",
+      "item": "Active_Inference_Textbook_Group_in_early_2024_Cohort_6",
+      "parts": [
+        "YxrIbWTjSp4"
+      ],
+      "has_transcript": true
+    },
     {
       "path": "data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Cohort_1/Meeting_001",
       "series": "TextbookGroup",
@@ -5326,15 +5335,6 @@
       ],
       "has_transcript": true
     },
-    {
-      "path": "data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/YxrIbWTjSp4",
-      "series": "TextbookGroup",
-      "item": "YxrIbWTjSp4",
-      "parts": [
-        "YxrIbWTjSp4"
-      ],
-      "has_transcript": true
-    },
     {
       "path": "data/video/activeinferenceinstitute/Twitter Spaces/TwitterSpaces_001",
       "series": "Twitter Spaces",
diff --git a/INDEX.md b/INDEX.md
index e84aa9b59..b1db1fdb5 100644
--- a/INDEX.md
+++ b/INDEX.md
@@ -20,7 +20,7 @@
 - ✓ [`ActiveInferAntStream_016`](data/video/activeinferenceinstitute/ActiveInferAntStream/ActiveInferAntStream_016/) — 2 video record(s)
 - ✓ [`ActiveInferAntStream_017`](data/video/activeinferenceinstitute/ActiveInferAntStream/ActiveInferAntStream_017/) — 1 video record(s)
 - ✓ [`ActiveInferAntStream_018`](data/video/activeinferenceinstitute/ActiveInferAntStream/ActiveInferAntStream_018/) — 1 video record(s)
-- ✓ [`RDDfKm4yQIo`](data/video/activeinferenceinstitute/ActiveInferAntStream/RDDfKm4yQIo/) — 1 video record(s)
+- ✓ [`Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts`](data/video/activeinferenceinstitute/ActiveInferAntStream/Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts/) — 1 video record(s)
 
 ## Applied Active Inference Symposium (10)
 - ✓ [`2021 Symposium with Karl Friston`](data/video/activeinferenceinstitute/Applied%20Active%20Inference%20Symposium/2021%20Symposium%20with%20Karl%20Friston/) — 3 video record(s)
@@ -454,8 +454,9 @@
 - · [`Session_025`](data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Cohort_1/Session_025/) — 1 video record(s)
 - · [`Session_026`](data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Cohort_1/Session_026/) — 1 video record(s)
 - · [`Session_027`](data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Cohort_1/Session_027/) — 1 video record(s)
-- ✓ [`qwjwbiJ1LLw`](data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/qwjwbiJ1LLw/) — 1 video record(s)
-- ✓ [`tmqPfDfQ5-s`](data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/tmqPfDfQ5-s/) — 1 video record(s)
+- ✓ [`Fundamentals_of_Active_Inference_Open_Source_code_available`](data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available/) — 1 video record(s)
+- ✓ [`Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s`](data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s/) — 1 video record(s)
+- ✓ [`Active_Inference_Textbook_Group_in_early_2024_Cohort_6`](data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Active_Inference_Textbook_Group_in_early_2024_Cohort_6/) — 1 video record(s)
 - ✓ [`Meeting_001`](data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Cohort_1/Meeting_001/) — 1 video record(s)
 - ✓ [`Meeting_002`](data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Cohort_1/Meeting_002/) — 1 video record(s)
 - ✓ [`Meeting_003`](data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Cohort_1/Meeting_003/) — 1 video record(s)
@@ -607,7 +608,6 @@
 - ✓ [`Meeting_018`](data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Cohort_7/Meeting_018/) — 1 video record(s)
 - ✓ [`Meeting_019`](data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Cohort_7/Meeting_019/) — 1 video record(s)
 - ✓ [`Meeting_007`](data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Cohort_8/Meeting_007/) — 1 video record(s)
-- ✓ [`YxrIbWTjSp4`](data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/YxrIbWTjSp4/) — 1 video record(s)
 
 ## Twitter Spaces (2)
 - ✓ [`TwitterSpaces_001`](data/video/activeinferenceinstitute/Twitter%20Spaces/TwitterSpaces_001/) — 1 video record(s)
diff --git a/data/video/activeinferenceinstitute/ActiveInferAntStream/RDDfKm4yQIo/README.md b/data/video/activeinferenceinstitute/ActiveInferAntStream/Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts/README.md
similarity index 75%
rename from data/video/activeinferenceinstitute/ActiveInferAntStream/RDDfKm4yQIo/README.md
rename to data/video/activeinferenceinstitute/ActiveInferAntStream/Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts/README.md
index 4b3ab0204..d0a04ea76 100644
--- a/data/video/activeinferenceinstitute/ActiveInferAntStream/RDDfKm4yQIo/README.md
+++ b/data/video/activeinferenceinstitute/ActiveInferAntStream/Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts/README.md
@@ -1,4 +1,4 @@
-# RDDfKm4yQIo
+# Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts
 
 Series: **ActiveInferAntStream**
 
diff --git a/data/video/activeinferenceinstitute/ActiveInferAntStream/RDDfKm4yQIo/metadata.json b/data/video/activeinferenceinstitute/ActiveInferAntStream/Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts/metadata.json
similarity index 79%
rename from data/video/activeinferenceinstitute/ActiveInferAntStream/RDDfKm4yQIo/metadata.json
rename to data/video/activeinferenceinstitute/ActiveInferAntStream/Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts/metadata.json
index 472ebcda0..674779f3c 100644
--- a/data/video/activeinferenceinstitute/ActiveInferAntStream/RDDfKm4yQIo/metadata.json
+++ b/data/video/activeinferenceinstitute/ActiveInferAntStream/Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "ActiveInferAntStream",
-  "item": "RDDfKm4yQIo",
+  "item": "Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": "ActiveInferAntStream",
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/ActiveInferAntStream/RDDfKm4yQIo",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/ActiveInferAntStream/Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/ActiveInferAntStream/RDDfKm4yQIo/transcript.txt b/data/video/activeinferenceinstitute/ActiveInferAntStream/Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/ActiveInferAntStream/RDDfKm4yQIo/transcript.txt
rename to data/video/activeinferenceinstitute/ActiveInferAntStream/Active_Inference_in_Rust_For_Ants_4_4_2024_Active_InferAnts/transcript.txt
diff --git a/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/qwjwbiJ1LLw/README.md b/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available/README.md
similarity index 71%
rename from data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/qwjwbiJ1LLw/README.md
rename to data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available/README.md
index e9713350c..c92b75286 100644
--- a/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/qwjwbiJ1LLw/README.md
+++ b/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available/README.md
@@ -1,4 +1,4 @@
-# qwjwbiJ1LLw
+# Fundamentals_of_Active_Inference_Open_Source_code_available
 
 Series: **TextbookGroup**
 
diff --git a/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/qwjwbiJ1LLw/metadata.json b/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available/metadata.json
similarity index 78%
rename from data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/qwjwbiJ1LLw/metadata.json
rename to data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available/metadata.json
index 8e1567b87..12b1c9a6f 100644
--- a/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/qwjwbiJ1LLw/metadata.json
+++ b/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "TextbookGroup",
-  "item": "qwjwbiJ1LLw",
+  "item": "Fundamentals_of_Active_Inference_Open_Source_code_available",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": "TextbookGroup/Namjoshi2026",
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/qwjwbiJ1LLw",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/qwjwbiJ1LLw/transcript.txt b/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/qwjwbiJ1LLw/transcript.txt
rename to data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available/transcript.txt
diff --git a/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/tmqPfDfQ5-s/README.md b/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s/README.md
similarity index 70%
rename from data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/tmqPfDfQ5-s/README.md
rename to data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s/README.md
index b24b7a7b5..9fac45453 100644
--- a/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/tmqPfDfQ5-s/README.md
+++ b/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s/README.md
@@ -1,4 +1,4 @@
-# tmqPfDfQ5-s
+# Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s
 
 Series: **TextbookGroup**
 
diff --git a/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/tmqPfDfQ5-s/metadata.json b/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s/metadata.json
similarity index 76%
rename from data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/tmqPfDfQ5-s/metadata.json
rename to data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s/metadata.json
index 046323d94..b5e55e859 100644
--- a/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/tmqPfDfQ5-s/metadata.json
+++ b/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "TextbookGroup",
-  "item": "tmqPfDfQ5-s",
+  "item": "Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": "TextbookGroup/Namjoshi2026",
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/tmqPfDfQ5-s",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/tmqPfDfQ5-s/transcript.txt b/data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/tmqPfDfQ5-s/transcript.txt
rename to data/video/activeinferenceinstitute/TextbookGroup/Namjoshi2026/Fundamentals_of_Active_Inference_Open_Source_code_available_tmqPfDfQ5-s/transcript.txt
diff --git a/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/YxrIbWTjSp4/README.md b/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Active_Inference_Textbook_Group_in_early_2024_Cohort_6/README.md
similarity index 75%
rename from data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/YxrIbWTjSp4/README.md
rename to data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Active_Inference_Textbook_Group_in_early_2024_Cohort_6/README.md
index 0f9fc52b4..f89d5fba9 100644
--- a/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/YxrIbWTjSp4/README.md
+++ b/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Active_Inference_Textbook_Group_in_early_2024_Cohort_6/README.md
@@ -1,4 +1,4 @@
-# YxrIbWTjSp4
+# Active_Inference_Textbook_Group_in_early_2024_Cohort_6
 
 Series: **TextbookGroup**
 
diff --git a/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/YxrIbWTjSp4/metadata.json b/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Active_Inference_Textbook_Group_in_early_2024_Cohort_6/metadata.json
similarity index 79%
rename from data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/YxrIbWTjSp4/metadata.json
rename to data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Active_Inference_Textbook_Group_in_early_2024_Cohort_6/metadata.json
index 8f4f1760d..b472d627a 100644
--- a/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/YxrIbWTjSp4/metadata.json
+++ b/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Active_Inference_Textbook_Group_in_early_2024_Cohort_6/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "TextbookGroup",
-  "item": "YxrIbWTjSp4",
+  "item": "Active_Inference_Textbook_Group_in_early_2024_Cohort_6",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": "TextbookGroup/ParrPezzuloFriston2022",
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/YxrIbWTjSp4",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Active_Inference_Textbook_Group_in_early_2024_Cohort_6",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/YxrIbWTjSp4/transcript.txt b/data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Active_Inference_Textbook_Group_in_early_2024_Cohort_6/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/YxrIbWTjSp4/transcript.txt
rename to data/video/activeinferenceinstitute/TextbookGroup/ParrPezzuloFriston2022/Active_Inference_Textbook_Group_in_early_2024_Cohort_6/transcript.txt