diff --git a/INDEX.json b/INDEX.json
index b9aad883d..8eb68c56a 100644
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       "series": "Other",
-      "item": "qUJK1IDxKzg",
+      "item": "Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity",
       "parts": [
-        "qUJK1IDxKzg"
+        "9v22c92LWHQ"
       ],
       "has_transcript": true
     },
     {
-      "path": "data/video/activeinferenceinstitute/Other/rIemcswLfGg",
+      "path": "data/video/activeinferenceinstitute/Other/Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest",
       "series": "Other",
-      "item": "rIemcswLfGg",
+      "item": "Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest",
       "parts": [
-        "rIemcswLfGg"
+        "gEmvzUQjQVI"
       ],
-      "has_transcript": false,
-      "duplicate_of": "Applied Active Inference Symposium/2023 Ecosystem Symposium/First_Interval"
+      "has_transcript": true
     },
     {
-      "path": "data/video/activeinferenceinstitute/Other/rs6EjQM6EdI",
+      "path": "data/video/activeinferenceinstitute/Other/Using_ResearchGPT_for_learning_Active_Inference_and_doing",
       "series": "Other",
-      "item": "rs6EjQM6EdI",
+      "item": "Using_ResearchGPT_for_learning_Active_Inference_and_doing",
       "parts": [
-        "rs6EjQM6EdI"
+        "yRhEbr4bpB0"
       ],
       "has_transcript": true
     },
     {
-      "path": "data/video/activeinferenceinstitute/Other/wNCZmPM0V44",
+      "path": "data/video/activeinferenceinstitute/Other/Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for",
       "series": "Other",
-      "item": "wNCZmPM0V44",
+      "item": "Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for",
       "parts": [
-        "wNCZmPM0V44"
+        "KR9KCKQ-KJo"
       ],
       "has_transcript": true
     },
     {
-      "path": "data/video/activeinferenceinstitute/Other/yRhEbr4bpB0",
+      "path": "data/video/activeinferenceinstitute/Other/Welcome_to_the_Active_Inference_Institute_2024_version_1",
       "series": "Other",
-      "item": "yRhEbr4bpB0",
+      "item": "Welcome_to_the_Active_Inference_Institute_2024_version_1",
       "parts": [
-        "yRhEbr4bpB0"
+        "Ei8LHRlmbzI"
       ],
       "has_transcript": true
     },
     {
-      "path": "data/video/activeinferenceinstitute/Other/ynekj8F4zeY",
+      "path": "data/video/activeinferenceinstitute/Other/William_Gebhardt_An_Introduction_to_NGC_Learn_A",
       "series": "Other",
-      "item": "ynekj8F4zeY",
+      "item": "William_Gebhardt_An_Introduction_to_NGC_Learn_A",
       "parts": [
         "ynekj8F4zeY"
       ],
diff --git a/INDEX.md b/INDEX.md
index 7a2e8f695..99ecd2448 100644
--- a/INDEX.md
+++ b/INDEX.md
@@ -338,55 +338,55 @@
 - ✓ [`OrgStream_009`](data/video/activeinferenceinstitute/OrgStream/OrgStream_009/) — 1 video record(s)
 
 ## Other (49)
-- ✓ [`-39CESDAfLM`](data/video/activeinferenceinstitute/Other/-39CESDAfLM/) — 1 video record(s)
-- ✓ [`0A36OXIDLhQ`](data/video/activeinferenceinstitute/Other/0A36OXIDLhQ/) — 1 video record(s)
-- ✓ [`1ZJBJGzOn0g`](data/video/activeinferenceinstitute/Other/1ZJBJGzOn0g/) — 1 video record(s)
-- ✓ [`7FuojyQMabw`](data/video/activeinferenceinstitute/Other/7FuojyQMabw/) — 1 video record(s)
-- ✓ [`8-wpEkwG8ck`](data/video/activeinferenceinstitute/Other/8-wpEkwG8ck/) — 1 video record(s)
-- ✓ [`8X9K_gZWhqs`](data/video/activeinferenceinstitute/Other/8X9K_gZWhqs/) — 1 video record(s)
-- ✓ [`9v22c92LWHQ`](data/video/activeinferenceinstitute/Other/9v22c92LWHQ/) — 1 video record(s)
-- ✓ [`B64lXpQAOus`](data/video/activeinferenceinstitute/Other/B64lXpQAOus/) — 1 video record(s)
-- ✓ [`C1Uqxg7mDCo`](data/video/activeinferenceinstitute/Other/C1Uqxg7mDCo/) — 1 video record(s)
-- ✓ [`E3xAZAs7YeA`](data/video/activeinferenceinstitute/Other/E3xAZAs7YeA/) — 1 video record(s)
-- ✓ [`Ei8LHRlmbzI`](data/video/activeinferenceinstitute/Other/Ei8LHRlmbzI/) — 1 video record(s)
-- ✓ [`EkYlOX-f9sk`](data/video/activeinferenceinstitute/Other/EkYlOX-f9sk/) — 1 video record(s)
-- ✓ [`FlZa_odQymU`](data/video/activeinferenceinstitute/Other/FlZa_odQymU/) — 1 video record(s)
-- ✓ [`G_Jksni5o8I`](data/video/activeinferenceinstitute/Other/G_Jksni5o8I/) — 1 video record(s)
-- ✓ [`KR9KCKQ-KJo`](data/video/activeinferenceinstitute/Other/KR9KCKQ-KJo/) — 1 video record(s)
-- ✓ [`LI_ZIXys1xU`](data/video/activeinferenceinstitute/Other/LI_ZIXys1xU/) — 1 video record(s)
-- ✓ [`MRTULbP1ZKs`](data/video/activeinferenceinstitute/Other/MRTULbP1ZKs/) — 1 video record(s)
-- ✓ [`OCCIDeeKOMA`](data/video/activeinferenceinstitute/Other/OCCIDeeKOMA/) — 1 video record(s)
-- ✓ [`P3h51-J4g8M`](data/video/activeinferenceinstitute/Other/P3h51-J4g8M/) — 1 video record(s)
-- · [`PVeyvHSAwmk`](data/video/activeinferenceinstitute/Other/PVeyvHSAwmk/) — 1 video record(s) — duplicate of `Applied Active Inference Symposium/2023 Ecosystem Symposium/Second_Interval`
-- ✓ [`QmVuId8SY8k`](data/video/activeinferenceinstitute/Other/QmVuId8SY8k/) — 1 video record(s)
-- ✓ [`TaFwI2zr_lE`](data/video/activeinferenceinstitute/Other/TaFwI2zr_lE/) — 1 video record(s)
-- ✓ [`TsQQX3ZdEmA`](data/video/activeinferenceinstitute/Other/TsQQX3ZdEmA/) — 1 video record(s)
-- ✓ [`U6Edc13EQ_k`](data/video/activeinferenceinstitute/Other/U6Edc13EQ_k/) — 1 video record(s)
-- ✓ [`UYD8CR_Xorg`](data/video/activeinferenceinstitute/Other/UYD8CR_Xorg/) — 1 video record(s)
-- ✓ [`WxTOeCnQNmY`](data/video/activeinferenceinstitute/Other/WxTOeCnQNmY/) — 1 video record(s)
-- ✓ [`ZeIM4mK9UuY`](data/video/activeinferenceinstitute/Other/ZeIM4mK9UuY/) — 1 video record(s)
-- ✓ [`_D3uUU1N0bw`](data/video/activeinferenceinstitute/Other/_D3uUU1N0bw/) — 1 video record(s)
-- ✓ [`_gjGH0Y_Cgo`](data/video/activeinferenceinstitute/Other/_gjGH0Y_Cgo/) — 1 video record(s)
-- ✓ [`bPJMnFeaoOc`](data/video/activeinferenceinstitute/Other/bPJMnFeaoOc/) — 1 video record(s)
-- ✓ [`cIBIecj7UZE`](data/video/activeinferenceinstitute/Other/cIBIecj7UZE/) — 1 video record(s) — duplicate of `Applied Active Inference Symposium/2024/part 1`
-- ✓ [`fbz2VUi-MOo`](data/video/activeinferenceinstitute/Other/fbz2VUi-MOo/) — 1 video record(s)
-- ✓ [`gEmvzUQjQVI`](data/video/activeinferenceinstitute/Other/gEmvzUQjQVI/) — 1 video record(s)
-- ✓ [`geITY8aJJEA`](data/video/activeinferenceinstitute/Other/geITY8aJJEA/) — 1 video record(s)
-- ✓ [`hCIxFkdu_-Y`](data/video/activeinferenceinstitute/Other/hCIxFkdu_-Y/) — 1 video record(s)
-- ✓ [`hZBkiePQtvc`](data/video/activeinferenceinstitute/Other/hZBkiePQtvc/) — 1 video record(s)
-- ✓ [`jFqT_ZR0Z8w`](data/video/activeinferenceinstitute/Other/jFqT_ZR0Z8w/) — 1 video record(s)
-- ✓ [`jnavry7c11A`](data/video/activeinferenceinstitute/Other/jnavry7c11A/) — 1 video record(s)
-- ✓ [`mcMYdZxmVo0`](data/video/activeinferenceinstitute/Other/mcMYdZxmVo0/) — 1 video record(s)
-- ✓ [`nCZZBuk_wmU`](data/video/activeinferenceinstitute/Other/nCZZBuk_wmU/) — 1 video record(s) — duplicate of `Applied Active Inference Symposium/2024/part 2`
-- ✓ [`olybbchPgEY`](data/video/activeinferenceinstitute/Other/olybbchPgEY/) — 1 video record(s)
-- ✓ [`p77yZJ0Bf38`](data/video/activeinferenceinstitute/Other/p77yZJ0Bf38/) — 1 video record(s)
-- ✓ [`q5ZKdxc2tZI`](data/video/activeinferenceinstitute/Other/q5ZKdxc2tZI/) — 1 video record(s)
-- ✓ [`qUJK1IDxKzg`](data/video/activeinferenceinstitute/Other/qUJK1IDxKzg/) — 1 video record(s)
-- · [`rIemcswLfGg`](data/video/activeinferenceinstitute/Other/rIemcswLfGg/) — 1 video record(s) — duplicate of `Applied Active Inference Symposium/2023 Ecosystem Symposium/First_Interval`
-- ✓ [`rs6EjQM6EdI`](data/video/activeinferenceinstitute/Other/rs6EjQM6EdI/) — 1 video record(s)
-- ✓ [`wNCZmPM0V44`](data/video/activeinferenceinstitute/Other/wNCZmPM0V44/) — 1 video record(s)
-- ✓ [`yRhEbr4bpB0`](data/video/activeinferenceinstitute/Other/yRhEbr4bpB0/) — 1 video record(s)
-- ✓ [`ynekj8F4zeY`](data/video/activeinferenceinstitute/Other/ynekj8F4zeY/) — 1 video record(s)
+- · [`3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems`](data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems/) — 1 video record(s) — duplicate of `Applied Active Inference Symposium/2023 Ecosystem Symposium/Second_Interval`
+- · [`3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems_rIemcswLfGg`](data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems_rIemcswLfGg/) — 1 video record(s) — duplicate of `Applied Active Inference Symposium/2023 Ecosystem Symposium/First_Interval`
+- ✓ [`4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024`](data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024/) — 1 video record(s) — duplicate of `Applied Active Inference Symposium/2024/part 1`
+- ✓ [`4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024`](data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024/) — 1 video record(s) — duplicate of `Applied Active Inference Symposium/2024/part 2`
+- ✓ [`A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP`](data/video/activeinferenceinstitute/Other/A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP/) — 1 video record(s)
+- ✓ [`Accounting_for_Multi_scalar_and_Conscious_Psychobiological`](data/video/activeinferenceinstitute/Other/Accounting_for_Multi_scalar_and_Conscious_Psychobiological/) — 1 video record(s)
+- ✓ [`Alex_Kiefer_Resilience_from_an_active_inference_perspective`](data/video/activeinferenceinstitute/Other/Alex_Kiefer_Resilience_from_an_active_inference_perspective/) — 1 video record(s)
+- ✓ [`Anna_Pereira_Research_Fellow_Update`](data/video/activeinferenceinstitute/Other/Anna_Pereira_Research_Fellow_Update/) — 1 video record(s)
+- ✓ [`Announcing_two_new_programs_Research_Fellows_and`](data/video/activeinferenceinstitute/Other/Announcing_two_new_programs_Research_Fellows_and/) — 1 video record(s)
+- ✓ [`Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025`](data/video/activeinferenceinstitute/Other/Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025/) — 1 video record(s)
+- ✓ [`Audio_Visual_Production_project_at_the_Institute_seeks`](data/video/activeinferenceinstitute/Other/Audio_Visual_Production_project_at_the_Institute_seeks/) — 1 video record(s)
+- ✓ [`Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins`](data/video/activeinferenceinstitute/Other/Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins/) — 1 video record(s)
+- ✓ [`Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science`](data/video/activeinferenceinstitute/Other/Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science/) — 1 video record(s)
+- ✓ [`Bridging_Biology_and_Al_Active_Inference_for_Biologically`](data/video/activeinferenceinstitute/Other/Bridging_Biology_and_Al_Active_Inference_for_Biologically/) — 1 video record(s)
+- ✓ [`Bridging_Cognitive_Processing_and_Social_Dynamics_New`](data/video/activeinferenceinstitute/Other/Bridging_Cognitive_Processing_and_Social_Dynamics_New/) — 1 video record(s)
+- ✓ [`Danceability_as_an_Approximate_Measure_of_Groove_Collective`](data/video/activeinferenceinstitute/Other/Danceability_as_an_Approximate_Measure_of_Groove_Collective/) — 1 video record(s)
+- ✓ [`Denise_Holt_The_Potential_Impact_of_Decentralized_AI`](data/video/activeinferenceinstitute/Other/Denise_Holt_The_Potential_Impact_of_Decentralized_AI/) — 1 video record(s)
+- ✓ [`Dmitry_Bagaev_RxInfer_jl_updates_and_development`](data/video/activeinferenceinstitute/Other/Dmitry_Bagaev_RxInfer_jl_updates_and_development/) — 1 video record(s)
+- ✓ [`Generalized_Coordinates_in_RxInfer_jl`](data/video/activeinferenceinstitute/Other/Generalized_Coordinates_in_RxInfer_jl/) — 1 video record(s)
+- ✓ [`Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects`](data/video/activeinferenceinstitute/Other/Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects/) — 1 video record(s)
+- ✓ [`Google_Video_Vids_Generative_AI_Active_Inference_and_Free`](data/video/activeinferenceinstitute/Other/Google_Video_Vids_Generative_AI_Active_Inference_and_Free/) — 1 video record(s)
+- ✓ [`Hongju_Pae_Alignment_from_Development_Growing_Coherence`](data/video/activeinferenceinstitute/Other/Hongju_Pae_Alignment_from_Development_Growing_Coherence/) — 1 video record(s)
+- ✓ [`Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck`](data/video/activeinferenceinstitute/Other/Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck/) — 1 video record(s)
+- ✓ [`Institute_updates_Nov_12_2024_Symposium_tomorrow_and`](data/video/activeinferenceinstitute/Other/Institute_updates_Nov_12_2024_Symposium_tomorrow_and/) — 1 video record(s)
+- ✓ [`Introducing_Activelnference_jl_a_julia_package_for`](data/video/activeinferenceinstitute/Other/Introducing_Activelnference_jl_a_julia_package_for/) — 1 video record(s)
+- ✓ [`Introduction_to_recording_and_livestreaming_with_OBS`](data/video/activeinferenceinstitute/Other/Introduction_to_recording_and_livestreaming_with_OBS/) — 1 video record(s)
+- ✓ [`Jean_Francois_Cloutier_An_experiment_in_artificial_agency`](data/video/activeinferenceinstitute/Other/Jean_Francois_Cloutier_An_experiment_in_artificial_agency/) — 1 video record(s)
+- ✓ [`John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at`](data/video/activeinferenceinstitute/Other/John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at/) — 1 video record(s)
+- ✓ [`John_H_Clippinger_Workshop_part_1_Introduction_to_Applying`](data/video/activeinferenceinstitute/Other/John_H_Clippinger_Workshop_part_1_Introduction_to_Applying/) — 1 video record(s)
+- ✓ [`John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2`](data/video/activeinferenceinstitute/Other/John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2/) — 1 video record(s)
+- ✓ [`Karl_Friston_Active_inference_and_deep_temporal_models_23`](data/video/activeinferenceinstitute/Other/Karl_Friston_Active_inference_and_deep_temporal_models_23/) — 1 video record(s)
+- ✓ [`Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium`](data/video/activeinferenceinstitute/Other/Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium/) — 1 video record(s)
+- ✓ [`Livestream_058_2_From_pixels_to_planning_scale_free_active`](data/video/activeinferenceinstitute/Other/Livestream_058_2_From_pixels_to_planning_scale_free_active/) — 1 video record(s)
+- ✓ [`Local_Interface_Download_Listen_View_Chat_for_Institute`](data/video/activeinferenceinstitute/Other/Local_Interface_Download_Listen_View_Chat_for_Institute/) — 1 video record(s)
+- ✓ [`MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic`](data/video/activeinferenceinstitute/Other/MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic/) — 1 video record(s)
+- ✓ [`Mahault_Albarracin_Sustainability_Under_Active_Inference`](data/video/activeinferenceinstitute/Other/Mahault_Albarracin_Sustainability_Under_Active_Inference/) — 1 video record(s)
+- ✓ [`Matthew_Brown_Real_Time_Active_Inference_for_Adaptive`](data/video/activeinferenceinstitute/Other/Matthew_Brown_Real_Time_Active_Inference_for_Adaptive/) — 1 video record(s)
+- ✓ [`Michael_Lennon_Co_inferencing_Organizational_Symbiosis`](data/video/activeinferenceinstitute/Other/Michael_Lennon_Co_inferencing_Organizational_Symbiosis/) — 1 video record(s)
+- ✓ [`Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations`](data/video/activeinferenceinstitute/Other/Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations/) — 1 video record(s)
+- ✓ [`PerplexityAI_Learning_and_applying_Active_Inference_and`](data/video/activeinferenceinstitute/Other/PerplexityAI_Learning_and_applying_Active_Inference_and/) — 1 video record(s)
+- ✓ [`Projects_and_Measurements_February_8_2024`](data/video/activeinferenceinstitute/Other/Projects_and_Measurements_February_8_2024/) — 1 video record(s)
+- ✓ [`Purposefully_Nonstandard_Cybernetics_an_alternative_to`](data/video/activeinferenceinstitute/Other/Purposefully_Nonstandard_Cybernetics_an_alternative_to/) — 1 video record(s)
+- ✓ [`Scientific_Advisory_Board_SAB_at_Active_Inference_Institute`](data/video/activeinferenceinstitute/Other/Scientific_Advisory_Board_SAB_at_Active_Inference_Institute/) — 1 video record(s)
+- ✓ [`Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity`](data/video/activeinferenceinstitute/Other/Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity/) — 1 video record(s)
+- ✓ [`Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest`](data/video/activeinferenceinstitute/Other/Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest/) — 1 video record(s)
+- ✓ [`Using_ResearchGPT_for_learning_Active_Inference_and_doing`](data/video/activeinferenceinstitute/Other/Using_ResearchGPT_for_learning_Active_Inference_and_doing/) — 1 video record(s)
+- ✓ [`Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for`](data/video/activeinferenceinstitute/Other/Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for/) — 1 video record(s)
+- ✓ [`Welcome_to_the_Active_Inference_Institute_2024_version_1`](data/video/activeinferenceinstitute/Other/Welcome_to_the_Active_Inference_Institute_2024_version_1/) — 1 video record(s)
+- ✓ [`William_Gebhardt_An_Introduction_to_NGC_Learn_A`](data/video/activeinferenceinstitute/Other/William_Gebhardt_An_Introduction_to_NGC_Learn_A/) — 1 video record(s)
 
 ## Projects (4)
 - ✓ [`Update_2023-06-01`](data/video/activeinferenceinstitute/Projects/Blockference/Update_2023-06-01/) — 1 video record(s)
diff --git a/data/video/activeinferenceinstitute/Other/PVeyvHSAwmk/README.md b/data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems/README.md
similarity index 75%
rename from data/video/activeinferenceinstitute/Other/PVeyvHSAwmk/README.md
rename to data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems/README.md
index 0e05761d6..b1dce4450 100644
--- a/data/video/activeinferenceinstitute/Other/PVeyvHSAwmk/README.md
+++ b/data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems/README.md
@@ -1,4 +1,4 @@
-# PVeyvHSAwmk
+# 3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/PVeyvHSAwmk/metadata.json b/data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems/metadata.json
similarity index 94%
rename from data/video/activeinferenceinstitute/Other/PVeyvHSAwmk/metadata.json
rename to data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems/metadata.json
index d56d39730..76ad63a8d 100644
--- a/data/video/activeinferenceinstitute/Other/PVeyvHSAwmk/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems/metadata.json
@@ -1,6 +1,6 @@
 {
   "series": "Other",
-  "item": "PVeyvHSAwmk",
+  "item": "3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
@@ -17,7 +17,7 @@
     "Nynke Boiten",
     "André Bastos"
   ],
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/PVeyvHSAwmk",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems",
   "enriched_from": [
     "coda",
     "generated",
diff --git a/data/video/activeinferenceinstitute/Other/rIemcswLfGg/README.md b/data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems_rIemcswLfGg/README.md
similarity index 71%
rename from data/video/activeinferenceinstitute/Other/rIemcswLfGg/README.md
rename to data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems_rIemcswLfGg/README.md
index 67baaf930..1dcbb6757 100644
--- a/data/video/activeinferenceinstitute/Other/rIemcswLfGg/README.md
+++ b/data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems_rIemcswLfGg/README.md
@@ -1,4 +1,4 @@
-# rIemcswLfGg
+# 3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems_rIemcswLfGg
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/rIemcswLfGg/metadata.json b/data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems_rIemcswLfGg/metadata.json
similarity index 93%
rename from data/video/activeinferenceinstitute/Other/rIemcswLfGg/metadata.json
rename to data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems_rIemcswLfGg/metadata.json
index 3ac68ab77..3c0ddf098 100644
--- a/data/video/activeinferenceinstitute/Other/rIemcswLfGg/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems_rIemcswLfGg/metadata.json
@@ -1,6 +1,6 @@
 {
   "series": "Other",
-  "item": "rIemcswLfGg",
+  "item": "3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems_rIemcswLfGg",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
@@ -20,7 +20,7 @@
     "Curt Jaimungal",
     "Karl J Friston"
   ],
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/rIemcswLfGg",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/3rd_Applied_Active_Inference_Symposium_Enacting_Ecosystems_rIemcswLfGg",
   "enriched_from": [
     "coda",
     "generated",
diff --git a/data/video/activeinferenceinstitute/Other/cIBIecj7UZE/README.md b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024/README.md
similarity index 73%
rename from data/video/activeinferenceinstitute/Other/cIBIecj7UZE/README.md
rename to data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024/README.md
index 01a654890..80d2cd242 100644
--- a/data/video/activeinferenceinstitute/Other/cIBIecj7UZE/README.md
+++ b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024/README.md
@@ -1,4 +1,4 @@
-# cIBIecj7UZE
+# 4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/cIBIecj7UZE/metadata.json b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024/metadata.json
similarity index 97%
rename from data/video/activeinferenceinstitute/Other/cIBIecj7UZE/metadata.json
rename to data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024/metadata.json
index 58ce473b0..3ef3c814c 100644
--- a/data/video/activeinferenceinstitute/Other/cIBIecj7UZE/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "cIBIecj7UZE",
+  "item": "4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/cIBIecj7UZE",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024",
   "enriched_from": [
     "split_file",
     "generated",
diff --git a/data/video/activeinferenceinstitute/Other/cIBIecj7UZE/transcript.json b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024/transcript.json
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/cIBIecj7UZE/transcript.json
rename to data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024/transcript.json
diff --git a/data/video/activeinferenceinstitute/Other/cIBIecj7UZE/transcript.txt b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/cIBIecj7UZE/transcript.txt
rename to data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_1_Nov_13_2024/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/nCZZBuk_wmU/README.md b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024/README.md
similarity index 73%
rename from data/video/activeinferenceinstitute/Other/nCZZBuk_wmU/README.md
rename to data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024/README.md
index 2407b4d5e..de1726dfe 100644
--- a/data/video/activeinferenceinstitute/Other/nCZZBuk_wmU/README.md
+++ b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024/README.md
@@ -1,4 +1,4 @@
-# nCZZBuk_wmU
+# 4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/nCZZBuk_wmU/metadata.json b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024/metadata.json
similarity index 96%
rename from data/video/activeinferenceinstitute/Other/nCZZBuk_wmU/metadata.json
rename to data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024/metadata.json
index 71c90cb8d..c021ba3eb 100644
--- a/data/video/activeinferenceinstitute/Other/nCZZBuk_wmU/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "nCZZBuk_wmU",
+  "item": "4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/nCZZBuk_wmU",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024",
   "enriched_from": [
     "split_file",
     "generated",
diff --git a/data/video/activeinferenceinstitute/Other/nCZZBuk_wmU/transcript.json b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024/transcript.json
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/nCZZBuk_wmU/transcript.json
rename to data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024/transcript.json
diff --git a/data/video/activeinferenceinstitute/Other/nCZZBuk_wmU/transcript.txt b/data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/nCZZBuk_wmU/transcript.txt
rename to data/video/activeinferenceinstitute/Other/4th_Applied_Active_Inference_Symposium_Part_2_Nov_14_2024/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/LI_ZIXys1xU/README.md b/data/video/activeinferenceinstitute/Other/A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP/README.md
similarity index 75%
rename from data/video/activeinferenceinstitute/Other/LI_ZIXys1xU/README.md
rename to data/video/activeinferenceinstitute/Other/A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP/README.md
index 9528079b8..7468b189d 100644
--- a/data/video/activeinferenceinstitute/Other/LI_ZIXys1xU/README.md
+++ b/data/video/activeinferenceinstitute/Other/A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP/README.md
@@ -1,4 +1,4 @@
-# LI_ZIXys1xU
+# A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/LI_ZIXys1xU/metadata.json b/data/video/activeinferenceinstitute/Other/A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/LI_ZIXys1xU/metadata.json
rename to data/video/activeinferenceinstitute/Other/A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP/metadata.json
index 0ddc76797..58abbb3d8 100644
--- a/data/video/activeinferenceinstitute/Other/LI_ZIXys1xU/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "LI_ZIXys1xU",
+  "item": "A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/LI_ZIXys1xU",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/LI_ZIXys1xU/transcript.txt b/data/video/activeinferenceinstitute/Other/A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/LI_ZIXys1xU/transcript.txt
rename to data/video/activeinferenceinstitute/Other/A_convergence_of_TAME_Levin_2022_and_Active_Inference_FEP/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/_D3uUU1N0bw/README.md b/data/video/activeinferenceinstitute/Other/Accounting_for_Multi_scalar_and_Conscious_Psychobiological/README.md
similarity index 75%
rename from data/video/activeinferenceinstitute/Other/_D3uUU1N0bw/README.md
rename to data/video/activeinferenceinstitute/Other/Accounting_for_Multi_scalar_and_Conscious_Psychobiological/README.md
index 174907fb5..61dd84d15 100644
--- a/data/video/activeinferenceinstitute/Other/_D3uUU1N0bw/README.md
+++ b/data/video/activeinferenceinstitute/Other/Accounting_for_Multi_scalar_and_Conscious_Psychobiological/README.md
@@ -1,4 +1,4 @@
-# _D3uUU1N0bw
+# Accounting_for_Multi_scalar_and_Conscious_Psychobiological
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/_D3uUU1N0bw/metadata.json b/data/video/activeinferenceinstitute/Other/Accounting_for_Multi_scalar_and_Conscious_Psychobiological/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/_D3uUU1N0bw/metadata.json
rename to data/video/activeinferenceinstitute/Other/Accounting_for_Multi_scalar_and_Conscious_Psychobiological/metadata.json
index 0a25e6bff..57c7b1244 100644
--- a/data/video/activeinferenceinstitute/Other/_D3uUU1N0bw/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Accounting_for_Multi_scalar_and_Conscious_Psychobiological/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "_D3uUU1N0bw",
+  "item": "Accounting_for_Multi_scalar_and_Conscious_Psychobiological",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/_D3uUU1N0bw",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Accounting_for_Multi_scalar_and_Conscious_Psychobiological",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/_D3uUU1N0bw/transcript.txt b/data/video/activeinferenceinstitute/Other/Accounting_for_Multi_scalar_and_Conscious_Psychobiological/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/_D3uUU1N0bw/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Accounting_for_Multi_scalar_and_Conscious_Psychobiological/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/bPJMnFeaoOc/README.md b/data/video/activeinferenceinstitute/Other/Alex_Kiefer_Resilience_from_an_active_inference_perspective/README.md
similarity index 71%
rename from data/video/activeinferenceinstitute/Other/bPJMnFeaoOc/README.md
rename to data/video/activeinferenceinstitute/Other/Alex_Kiefer_Resilience_from_an_active_inference_perspective/README.md
index 67db1a1c2..41f18198e 100644
--- a/data/video/activeinferenceinstitute/Other/bPJMnFeaoOc/README.md
+++ b/data/video/activeinferenceinstitute/Other/Alex_Kiefer_Resilience_from_an_active_inference_perspective/README.md
@@ -1,4 +1,4 @@
-# bPJMnFeaoOc
+# Alex_Kiefer_Resilience_from_an_active_inference_perspective
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/bPJMnFeaoOc/metadata.json b/data/video/activeinferenceinstitute/Other/Alex_Kiefer_Resilience_from_an_active_inference_perspective/metadata.json
similarity index 79%
rename from data/video/activeinferenceinstitute/Other/bPJMnFeaoOc/metadata.json
rename to data/video/activeinferenceinstitute/Other/Alex_Kiefer_Resilience_from_an_active_inference_perspective/metadata.json
index 1c3b56d7d..bdcea1ea7 100644
--- a/data/video/activeinferenceinstitute/Other/bPJMnFeaoOc/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Alex_Kiefer_Resilience_from_an_active_inference_perspective/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "bPJMnFeaoOc",
+  "item": "Alex_Kiefer_Resilience_from_an_active_inference_perspective",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/bPJMnFeaoOc",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Alex_Kiefer_Resilience_from_an_active_inference_perspective",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/bPJMnFeaoOc/transcript.txt b/data/video/activeinferenceinstitute/Other/Alex_Kiefer_Resilience_from_an_active_inference_perspective/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/bPJMnFeaoOc/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Alex_Kiefer_Resilience_from_an_active_inference_perspective/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/TsQQX3ZdEmA/README.md b/data/video/activeinferenceinstitute/Other/Anna_Pereira_Research_Fellow_Update/README.md
similarity index 77%
rename from data/video/activeinferenceinstitute/Other/TsQQX3ZdEmA/README.md
rename to data/video/activeinferenceinstitute/Other/Anna_Pereira_Research_Fellow_Update/README.md
index 114ba53b1..f8fce0f88 100644
--- a/data/video/activeinferenceinstitute/Other/TsQQX3ZdEmA/README.md
+++ b/data/video/activeinferenceinstitute/Other/Anna_Pereira_Research_Fellow_Update/README.md
@@ -1,4 +1,4 @@
-# TsQQX3ZdEmA
+# Anna_Pereira_Research_Fellow_Update
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/TsQQX3ZdEmA/metadata.json b/data/video/activeinferenceinstitute/Other/Anna_Pereira_Research_Fellow_Update/metadata.json
similarity index 85%
rename from data/video/activeinferenceinstitute/Other/TsQQX3ZdEmA/metadata.json
rename to data/video/activeinferenceinstitute/Other/Anna_Pereira_Research_Fellow_Update/metadata.json
index 124a0c490..8d13a2814 100644
--- a/data/video/activeinferenceinstitute/Other/TsQQX3ZdEmA/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Anna_Pereira_Research_Fellow_Update/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "TsQQX3ZdEmA",
+  "item": "Anna_Pereira_Research_Fellow_Update",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/TsQQX3ZdEmA",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Anna_Pereira_Research_Fellow_Update",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/TsQQX3ZdEmA/transcript.txt b/data/video/activeinferenceinstitute/Other/Anna_Pereira_Research_Fellow_Update/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/TsQQX3ZdEmA/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Anna_Pereira_Research_Fellow_Update/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/B64lXpQAOus/README.md b/data/video/activeinferenceinstitute/Other/Announcing_two_new_programs_Research_Fellows_and/README.md
similarity index 74%
rename from data/video/activeinferenceinstitute/Other/B64lXpQAOus/README.md
rename to data/video/activeinferenceinstitute/Other/Announcing_two_new_programs_Research_Fellows_and/README.md
index ce1bb3afa..8886d6c39 100644
--- a/data/video/activeinferenceinstitute/Other/B64lXpQAOus/README.md
+++ b/data/video/activeinferenceinstitute/Other/Announcing_two_new_programs_Research_Fellows_and/README.md
@@ -1,4 +1,4 @@
-# B64lXpQAOus
+# Announcing_two_new_programs_Research_Fellows_and
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/B64lXpQAOus/metadata.json b/data/video/activeinferenceinstitute/Other/Announcing_two_new_programs_Research_Fellows_and/metadata.json
similarity index 90%
rename from data/video/activeinferenceinstitute/Other/B64lXpQAOus/metadata.json
rename to data/video/activeinferenceinstitute/Other/Announcing_two_new_programs_Research_Fellows_and/metadata.json
index 9c92e4a31..9d3838bfe 100644
--- a/data/video/activeinferenceinstitute/Other/B64lXpQAOus/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Announcing_two_new_programs_Research_Fellows_and/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "B64lXpQAOus",
+  "item": "Announcing_two_new_programs_Research_Fellows_and",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/B64lXpQAOus",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Announcing_two_new_programs_Research_Fellows_and",
   "enriched_from": [
     "generated",
     "youtube"
diff --git a/data/video/activeinferenceinstitute/Other/B64lXpQAOus/transcript.txt b/data/video/activeinferenceinstitute/Other/Announcing_two_new_programs_Research_Fellows_and/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/B64lXpQAOus/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Announcing_two_new_programs_Research_Fellows_and/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/hCIxFkdu_-Y/README.md b/data/video/activeinferenceinstitute/Other/Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025/README.md
similarity index 72%
rename from data/video/activeinferenceinstitute/Other/hCIxFkdu_-Y/README.md
rename to data/video/activeinferenceinstitute/Other/Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025/README.md
index cdb9fa473..6abaede78 100644
--- a/data/video/activeinferenceinstitute/Other/hCIxFkdu_-Y/README.md
+++ b/data/video/activeinferenceinstitute/Other/Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025/README.md
@@ -1,4 +1,4 @@
-# hCIxFkdu_-Y
+# Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/hCIxFkdu_-Y/metadata.json b/data/video/activeinferenceinstitute/Other/Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/hCIxFkdu_-Y/metadata.json
rename to data/video/activeinferenceinstitute/Other/Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025/metadata.json
index 470594441..b0b0cdd89 100644
--- a/data/video/activeinferenceinstitute/Other/hCIxFkdu_-Y/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "hCIxFkdu_-Y",
+  "item": "Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/hCIxFkdu_-Y",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/hCIxFkdu_-Y/transcript.txt b/data/video/activeinferenceinstitute/Other/Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/hCIxFkdu_-Y/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Applied_Active_Inference_Symposium_tomorrow_Nov_11_2025/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/TaFwI2zr_lE/README.md b/data/video/activeinferenceinstitute/Other/Audio_Visual_Production_project_at_the_Institute_seeks/README.md
similarity index 74%
rename from data/video/activeinferenceinstitute/Other/TaFwI2zr_lE/README.md
rename to data/video/activeinferenceinstitute/Other/Audio_Visual_Production_project_at_the_Institute_seeks/README.md
index 39525b6fd..622efe9fb 100644
--- a/data/video/activeinferenceinstitute/Other/TaFwI2zr_lE/README.md
+++ b/data/video/activeinferenceinstitute/Other/Audio_Visual_Production_project_at_the_Institute_seeks/README.md
@@ -1,4 +1,4 @@
-# TaFwI2zr_lE
+# Audio_Visual_Production_project_at_the_Institute_seeks
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/TaFwI2zr_lE/metadata.json b/data/video/activeinferenceinstitute/Other/Audio_Visual_Production_project_at_the_Institute_seeks/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/TaFwI2zr_lE/metadata.json
rename to data/video/activeinferenceinstitute/Other/Audio_Visual_Production_project_at_the_Institute_seeks/metadata.json
index b7ffd1874..0c0659e99 100644
--- a/data/video/activeinferenceinstitute/Other/TaFwI2zr_lE/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Audio_Visual_Production_project_at_the_Institute_seeks/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "TaFwI2zr_lE",
+  "item": "Audio_Visual_Production_project_at_the_Institute_seeks",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/TaFwI2zr_lE",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Audio_Visual_Production_project_at_the_Institute_seeks",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/TaFwI2zr_lE/transcript.txt b/data/video/activeinferenceinstitute/Other/Audio_Visual_Production_project_at_the_Institute_seeks/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/TaFwI2zr_lE/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Audio_Visual_Production_project_at_the_Institute_seeks/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/UYD8CR_Xorg/README.md b/data/video/activeinferenceinstitute/Other/Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins/README.md
similarity index 72%
rename from data/video/activeinferenceinstitute/Other/UYD8CR_Xorg/README.md
rename to data/video/activeinferenceinstitute/Other/Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins/README.md
index cb3f7ea2a..73f7a8def 100644
--- a/data/video/activeinferenceinstitute/Other/UYD8CR_Xorg/README.md
+++ b/data/video/activeinferenceinstitute/Other/Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins/README.md
@@ -1,4 +1,4 @@
-# UYD8CR_Xorg
+# Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/UYD8CR_Xorg/metadata.json b/data/video/activeinferenceinstitute/Other/Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/UYD8CR_Xorg/metadata.json
rename to data/video/activeinferenceinstitute/Other/Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins/metadata.json
index 432b0a519..02843c9d5 100644
--- a/data/video/activeinferenceinstitute/Other/UYD8CR_Xorg/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "UYD8CR_Xorg",
+  "item": "Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/UYD8CR_Xorg",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/UYD8CR_Xorg/transcript.txt b/data/video/activeinferenceinstitute/Other/Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/UYD8CR_Xorg/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Bert_Berkers_Towards_Autonomous_Urban_Digital_Twins/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/FlZa_odQymU/README.md b/data/video/activeinferenceinstitute/Other/Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science/README.md
similarity index 71%
rename from data/video/activeinferenceinstitute/Other/FlZa_odQymU/README.md
rename to data/video/activeinferenceinstitute/Other/Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science/README.md
index da142fd93..76dfa8708 100644
--- a/data/video/activeinferenceinstitute/Other/FlZa_odQymU/README.md
+++ b/data/video/activeinferenceinstitute/Other/Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science/README.md
@@ -1,4 +1,4 @@
-# FlZa_odQymU
+# Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/FlZa_odQymU/metadata.json b/data/video/activeinferenceinstitute/Other/Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/FlZa_odQymU/metadata.json
rename to data/video/activeinferenceinstitute/Other/Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science/metadata.json
index a84bd1227..236708bbc 100644
--- a/data/video/activeinferenceinstitute/Other/FlZa_odQymU/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "FlZa_odQymU",
+  "item": "Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/FlZa_odQymU",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/FlZa_odQymU/transcript.txt b/data/video/activeinferenceinstitute/Other/Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/FlZa_odQymU/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Bradly_Alicea_An_Overview_of_Open_Source_and_Open_Science/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/OCCIDeeKOMA/README.md b/data/video/activeinferenceinstitute/Other/Bridging_Biology_and_Al_Active_Inference_for_Biologically/README.md
similarity index 74%
rename from data/video/activeinferenceinstitute/Other/OCCIDeeKOMA/README.md
rename to data/video/activeinferenceinstitute/Other/Bridging_Biology_and_Al_Active_Inference_for_Biologically/README.md
index 751abb8cd..d2783e7bd 100644
--- a/data/video/activeinferenceinstitute/Other/OCCIDeeKOMA/README.md
+++ b/data/video/activeinferenceinstitute/Other/Bridging_Biology_and_Al_Active_Inference_for_Biologically/README.md
@@ -1,4 +1,4 @@
-# OCCIDeeKOMA
+# Bridging_Biology_and_Al_Active_Inference_for_Biologically
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/OCCIDeeKOMA/metadata.json b/data/video/activeinferenceinstitute/Other/Bridging_Biology_and_Al_Active_Inference_for_Biologically/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/OCCIDeeKOMA/metadata.json
rename to data/video/activeinferenceinstitute/Other/Bridging_Biology_and_Al_Active_Inference_for_Biologically/metadata.json
index 21611182b..f8349e469 100644
--- a/data/video/activeinferenceinstitute/Other/OCCIDeeKOMA/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Bridging_Biology_and_Al_Active_Inference_for_Biologically/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "OCCIDeeKOMA",
+  "item": "Bridging_Biology_and_Al_Active_Inference_for_Biologically",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/OCCIDeeKOMA",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Bridging_Biology_and_Al_Active_Inference_for_Biologically",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/OCCIDeeKOMA/transcript.txt b/data/video/activeinferenceinstitute/Other/Bridging_Biology_and_Al_Active_Inference_for_Biologically/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/OCCIDeeKOMA/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Bridging_Biology_and_Al_Active_Inference_for_Biologically/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/EkYlOX-f9sk/README.md b/data/video/activeinferenceinstitute/Other/Bridging_Cognitive_Processing_and_Social_Dynamics_New/README.md
similarity index 76%
rename from data/video/activeinferenceinstitute/Other/EkYlOX-f9sk/README.md
rename to data/video/activeinferenceinstitute/Other/Bridging_Cognitive_Processing_and_Social_Dynamics_New/README.md
index 71ccbdbc4..69584397f 100644
--- a/data/video/activeinferenceinstitute/Other/EkYlOX-f9sk/README.md
+++ b/data/video/activeinferenceinstitute/Other/Bridging_Cognitive_Processing_and_Social_Dynamics_New/README.md
@@ -1,4 +1,4 @@
-# EkYlOX-f9sk
+# Bridging_Cognitive_Processing_and_Social_Dynamics_New
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/EkYlOX-f9sk/metadata.json b/data/video/activeinferenceinstitute/Other/Bridging_Cognitive_Processing_and_Social_Dynamics_New/metadata.json
similarity index 82%
rename from data/video/activeinferenceinstitute/Other/EkYlOX-f9sk/metadata.json
rename to data/video/activeinferenceinstitute/Other/Bridging_Cognitive_Processing_and_Social_Dynamics_New/metadata.json
index 93ec73b10..b9cfc74a3 100644
--- a/data/video/activeinferenceinstitute/Other/EkYlOX-f9sk/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Bridging_Cognitive_Processing_and_Social_Dynamics_New/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "EkYlOX-f9sk",
+  "item": "Bridging_Cognitive_Processing_and_Social_Dynamics_New",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/EkYlOX-f9sk",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Bridging_Cognitive_Processing_and_Social_Dynamics_New",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/EkYlOX-f9sk/transcript.txt b/data/video/activeinferenceinstitute/Other/Bridging_Cognitive_Processing_and_Social_Dynamics_New/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/EkYlOX-f9sk/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Bridging_Cognitive_Processing_and_Social_Dynamics_New/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/-39CESDAfLM/README.md b/data/video/activeinferenceinstitute/Other/Danceability_as_an_Approximate_Measure_of_Groove_Collective/README.md
similarity index 73%
rename from data/video/activeinferenceinstitute/Other/-39CESDAfLM/README.md
rename to data/video/activeinferenceinstitute/Other/Danceability_as_an_Approximate_Measure_of_Groove_Collective/README.md
index 25d1b502a..b94670206 100644
--- a/data/video/activeinferenceinstitute/Other/-39CESDAfLM/README.md
+++ b/data/video/activeinferenceinstitute/Other/Danceability_as_an_Approximate_Measure_of_Groove_Collective/README.md
@@ -1,4 +1,4 @@
-# -39CESDAfLM
+# Danceability_as_an_Approximate_Measure_of_Groove_Collective
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/-39CESDAfLM/metadata.json b/data/video/activeinferenceinstitute/Other/Danceability_as_an_Approximate_Measure_of_Groove_Collective/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/-39CESDAfLM/metadata.json
rename to data/video/activeinferenceinstitute/Other/Danceability_as_an_Approximate_Measure_of_Groove_Collective/metadata.json
index c6df70351..3c2fea14a 100644
--- a/data/video/activeinferenceinstitute/Other/-39CESDAfLM/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Danceability_as_an_Approximate_Measure_of_Groove_Collective/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "-39CESDAfLM",
+  "item": "Danceability_as_an_Approximate_Measure_of_Groove_Collective",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/-39CESDAfLM",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Danceability_as_an_Approximate_Measure_of_Groove_Collective",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/-39CESDAfLM/transcript.txt b/data/video/activeinferenceinstitute/Other/Danceability_as_an_Approximate_Measure_of_Groove_Collective/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/-39CESDAfLM/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Danceability_as_an_Approximate_Measure_of_Groove_Collective/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/_gjGH0Y_Cgo/README.md b/data/video/activeinferenceinstitute/Other/Denise_Holt_The_Potential_Impact_of_Decentralized_AI/README.md
similarity index 77%
rename from data/video/activeinferenceinstitute/Other/_gjGH0Y_Cgo/README.md
rename to data/video/activeinferenceinstitute/Other/Denise_Holt_The_Potential_Impact_of_Decentralized_AI/README.md
index 9dfcef600..5eef5f889 100644
--- a/data/video/activeinferenceinstitute/Other/_gjGH0Y_Cgo/README.md
+++ b/data/video/activeinferenceinstitute/Other/Denise_Holt_The_Potential_Impact_of_Decentralized_AI/README.md
@@ -1,4 +1,4 @@
-# _gjGH0Y_Cgo
+# Denise_Holt_The_Potential_Impact_of_Decentralized_AI
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/_gjGH0Y_Cgo/metadata.json b/data/video/activeinferenceinstitute/Other/Denise_Holt_The_Potential_Impact_of_Decentralized_AI/metadata.json
similarity index 82%
rename from data/video/activeinferenceinstitute/Other/_gjGH0Y_Cgo/metadata.json
rename to data/video/activeinferenceinstitute/Other/Denise_Holt_The_Potential_Impact_of_Decentralized_AI/metadata.json
index 4e34e9376..29f0879f6 100644
--- a/data/video/activeinferenceinstitute/Other/_gjGH0Y_Cgo/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Denise_Holt_The_Potential_Impact_of_Decentralized_AI/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "_gjGH0Y_Cgo",
+  "item": "Denise_Holt_The_Potential_Impact_of_Decentralized_AI",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/_gjGH0Y_Cgo",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Denise_Holt_The_Potential_Impact_of_Decentralized_AI",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/_gjGH0Y_Cgo/transcript.txt b/data/video/activeinferenceinstitute/Other/Denise_Holt_The_Potential_Impact_of_Decentralized_AI/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/_gjGH0Y_Cgo/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Denise_Holt_The_Potential_Impact_of_Decentralized_AI/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/geITY8aJJEA/README.md b/data/video/activeinferenceinstitute/Other/Dmitry_Bagaev_RxInfer_jl_updates_and_development/README.md
similarity index 73%
rename from data/video/activeinferenceinstitute/Other/geITY8aJJEA/README.md
rename to data/video/activeinferenceinstitute/Other/Dmitry_Bagaev_RxInfer_jl_updates_and_development/README.md
index e679c2634..3ba00596f 100644
--- a/data/video/activeinferenceinstitute/Other/geITY8aJJEA/README.md
+++ b/data/video/activeinferenceinstitute/Other/Dmitry_Bagaev_RxInfer_jl_updates_and_development/README.md
@@ -1,4 +1,4 @@
-# geITY8aJJEA
+# Dmitry_Bagaev_RxInfer_jl_updates_and_development
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/geITY8aJJEA/metadata.json b/data/video/activeinferenceinstitute/Other/Dmitry_Bagaev_RxInfer_jl_updates_and_development/metadata.json
similarity index 82%
rename from data/video/activeinferenceinstitute/Other/geITY8aJJEA/metadata.json
rename to data/video/activeinferenceinstitute/Other/Dmitry_Bagaev_RxInfer_jl_updates_and_development/metadata.json
index 4004c44a4..2d5e61254 100644
--- a/data/video/activeinferenceinstitute/Other/geITY8aJJEA/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Dmitry_Bagaev_RxInfer_jl_updates_and_development/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "geITY8aJJEA",
+  "item": "Dmitry_Bagaev_RxInfer_jl_updates_and_development",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/geITY8aJJEA",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Dmitry_Bagaev_RxInfer_jl_updates_and_development",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/geITY8aJJEA/transcript.txt b/data/video/activeinferenceinstitute/Other/Dmitry_Bagaev_RxInfer_jl_updates_and_development/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/geITY8aJJEA/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Dmitry_Bagaev_RxInfer_jl_updates_and_development/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/qUJK1IDxKzg/README.md b/data/video/activeinferenceinstitute/Other/Generalized_Coordinates_in_RxInfer_jl/README.md
similarity index 75%
rename from data/video/activeinferenceinstitute/Other/qUJK1IDxKzg/README.md
rename to data/video/activeinferenceinstitute/Other/Generalized_Coordinates_in_RxInfer_jl/README.md
index 4de6b37f2..b6810a02a 100644
--- a/data/video/activeinferenceinstitute/Other/qUJK1IDxKzg/README.md
+++ b/data/video/activeinferenceinstitute/Other/Generalized_Coordinates_in_RxInfer_jl/README.md
@@ -1,4 +1,4 @@
-# qUJK1IDxKzg
+# Generalized_Coordinates_in_RxInfer_jl
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/qUJK1IDxKzg/metadata.json b/data/video/activeinferenceinstitute/Other/Generalized_Coordinates_in_RxInfer_jl/metadata.json
similarity index 84%
rename from data/video/activeinferenceinstitute/Other/qUJK1IDxKzg/metadata.json
rename to data/video/activeinferenceinstitute/Other/Generalized_Coordinates_in_RxInfer_jl/metadata.json
index 428db5aff..9889ce943 100644
--- a/data/video/activeinferenceinstitute/Other/qUJK1IDxKzg/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Generalized_Coordinates_in_RxInfer_jl/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "qUJK1IDxKzg",
+  "item": "Generalized_Coordinates_in_RxInfer_jl",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/qUJK1IDxKzg",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Generalized_Coordinates_in_RxInfer_jl",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/qUJK1IDxKzg/transcript.txt b/data/video/activeinferenceinstitute/Other/Generalized_Coordinates_in_RxInfer_jl/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/qUJK1IDxKzg/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Generalized_Coordinates_in_RxInfer_jl/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/G_Jksni5o8I/README.md b/data/video/activeinferenceinstitute/Other/Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects/README.md
similarity index 76%
rename from data/video/activeinferenceinstitute/Other/G_Jksni5o8I/README.md
rename to data/video/activeinferenceinstitute/Other/Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects/README.md
index cf740cbd9..ec1667a8a 100644
--- a/data/video/activeinferenceinstitute/Other/G_Jksni5o8I/README.md
+++ b/data/video/activeinferenceinstitute/Other/Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects/README.md
@@ -1,4 +1,4 @@
-# G_Jksni5o8I
+# Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/G_Jksni5o8I/metadata.json b/data/video/activeinferenceinstitute/Other/Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/G_Jksni5o8I/metadata.json
rename to data/video/activeinferenceinstitute/Other/Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects/metadata.json
index 477484d5c..32e8cab6c 100644
--- a/data/video/activeinferenceinstitute/Other/G_Jksni5o8I/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "G_Jksni5o8I",
+  "item": "Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/G_Jksni5o8I",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/G_Jksni5o8I/transcript.txt b/data/video/activeinferenceinstitute/Other/Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/G_Jksni5o8I/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Giacomo_Rossettini_Placebo_nocebo_and_contextual_effects/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/U6Edc13EQ_k/README.md b/data/video/activeinferenceinstitute/Other/Google_Video_Vids_Generative_AI_Active_Inference_and_Free/README.md
similarity index 74%
rename from data/video/activeinferenceinstitute/Other/U6Edc13EQ_k/README.md
rename to data/video/activeinferenceinstitute/Other/Google_Video_Vids_Generative_AI_Active_Inference_and_Free/README.md
index 7c308a9b8..2304474de 100644
--- a/data/video/activeinferenceinstitute/Other/U6Edc13EQ_k/README.md
+++ b/data/video/activeinferenceinstitute/Other/Google_Video_Vids_Generative_AI_Active_Inference_and_Free/README.md
@@ -1,4 +1,4 @@
-# U6Edc13EQ_k
+# Google_Video_Vids_Generative_AI_Active_Inference_and_Free
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/U6Edc13EQ_k/metadata.json b/data/video/activeinferenceinstitute/Other/Google_Video_Vids_Generative_AI_Active_Inference_and_Free/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/U6Edc13EQ_k/metadata.json
rename to data/video/activeinferenceinstitute/Other/Google_Video_Vids_Generative_AI_Active_Inference_and_Free/metadata.json
index df013dbcd..5fbfa5762 100644
--- a/data/video/activeinferenceinstitute/Other/U6Edc13EQ_k/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Google_Video_Vids_Generative_AI_Active_Inference_and_Free/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "U6Edc13EQ_k",
+  "item": "Google_Video_Vids_Generative_AI_Active_Inference_and_Free",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/U6Edc13EQ_k",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Google_Video_Vids_Generative_AI_Active_Inference_and_Free",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/U6Edc13EQ_k/transcript.txt b/data/video/activeinferenceinstitute/Other/Google_Video_Vids_Generative_AI_Active_Inference_and_Free/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/U6Edc13EQ_k/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Google_Video_Vids_Generative_AI_Active_Inference_and_Free/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/jFqT_ZR0Z8w/README.md b/data/video/activeinferenceinstitute/Other/Hongju_Pae_Alignment_from_Development_Growing_Coherence/README.md
similarity index 73%
rename from data/video/activeinferenceinstitute/Other/jFqT_ZR0Z8w/README.md
rename to data/video/activeinferenceinstitute/Other/Hongju_Pae_Alignment_from_Development_Growing_Coherence/README.md
index 68a949f43..9d4af3bcf 100644
--- a/data/video/activeinferenceinstitute/Other/jFqT_ZR0Z8w/README.md
+++ b/data/video/activeinferenceinstitute/Other/Hongju_Pae_Alignment_from_Development_Growing_Coherence/README.md
@@ -1,4 +1,4 @@
-# jFqT_ZR0Z8w
+# Hongju_Pae_Alignment_from_Development_Growing_Coherence
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/jFqT_ZR0Z8w/metadata.json b/data/video/activeinferenceinstitute/Other/Hongju_Pae_Alignment_from_Development_Growing_Coherence/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/jFqT_ZR0Z8w/metadata.json
rename to data/video/activeinferenceinstitute/Other/Hongju_Pae_Alignment_from_Development_Growing_Coherence/metadata.json
index 316048e4f..7cd991468 100644
--- a/data/video/activeinferenceinstitute/Other/jFqT_ZR0Z8w/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Hongju_Pae_Alignment_from_Development_Growing_Coherence/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "jFqT_ZR0Z8w",
+  "item": "Hongju_Pae_Alignment_from_Development_Growing_Coherence",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/jFqT_ZR0Z8w",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Hongju_Pae_Alignment_from_Development_Growing_Coherence",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/jFqT_ZR0Z8w/transcript.txt b/data/video/activeinferenceinstitute/Other/Hongju_Pae_Alignment_from_Development_Growing_Coherence/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/jFqT_ZR0Z8w/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Hongju_Pae_Alignment_from_Development_Growing_Coherence/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/0A36OXIDLhQ/README.md b/data/video/activeinferenceinstitute/Other/Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck/README.md
similarity index 76%
rename from data/video/activeinferenceinstitute/Other/0A36OXIDLhQ/README.md
rename to data/video/activeinferenceinstitute/Other/Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck/README.md
index e2c957499..e51d05e19 100644
--- a/data/video/activeinferenceinstitute/Other/0A36OXIDLhQ/README.md
+++ b/data/video/activeinferenceinstitute/Other/Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck/README.md
@@ -1,4 +1,4 @@
-# 0A36OXIDLhQ
+# Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/0A36OXIDLhQ/metadata.json b/data/video/activeinferenceinstitute/Other/Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/0A36OXIDLhQ/metadata.json
rename to data/video/activeinferenceinstitute/Other/Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck/metadata.json
index 0240d3102..5cb0f4d5e 100644
--- a/data/video/activeinferenceinstitute/Other/0A36OXIDLhQ/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "0A36OXIDLhQ",
+  "item": "Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/0A36OXIDLhQ",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/0A36OXIDLhQ/transcript.txt b/data/video/activeinferenceinstitute/Other/Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/0A36OXIDLhQ/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Ines_Hipolito_Dysfunctional_Markov_Blankets_From_Stuck/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/mcMYdZxmVo0/README.md b/data/video/activeinferenceinstitute/Other/Institute_updates_Nov_12_2024_Symposium_tomorrow_and/README.md
similarity index 76%
rename from data/video/activeinferenceinstitute/Other/mcMYdZxmVo0/README.md
rename to data/video/activeinferenceinstitute/Other/Institute_updates_Nov_12_2024_Symposium_tomorrow_and/README.md
index 59f8c5189..d12b83ded 100644
--- a/data/video/activeinferenceinstitute/Other/mcMYdZxmVo0/README.md
+++ b/data/video/activeinferenceinstitute/Other/Institute_updates_Nov_12_2024_Symposium_tomorrow_and/README.md
@@ -1,4 +1,4 @@
-# mcMYdZxmVo0
+# Institute_updates_Nov_12_2024_Symposium_tomorrow_and
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/mcMYdZxmVo0/metadata.json b/data/video/activeinferenceinstitute/Other/Institute_updates_Nov_12_2024_Symposium_tomorrow_and/metadata.json
similarity index 82%
rename from data/video/activeinferenceinstitute/Other/mcMYdZxmVo0/metadata.json
rename to data/video/activeinferenceinstitute/Other/Institute_updates_Nov_12_2024_Symposium_tomorrow_and/metadata.json
index cc68dc7f2..840c3c6a0 100644
--- a/data/video/activeinferenceinstitute/Other/mcMYdZxmVo0/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Institute_updates_Nov_12_2024_Symposium_tomorrow_and/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "mcMYdZxmVo0",
+  "item": "Institute_updates_Nov_12_2024_Symposium_tomorrow_and",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/mcMYdZxmVo0",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Institute_updates_Nov_12_2024_Symposium_tomorrow_and",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/mcMYdZxmVo0/transcript.txt b/data/video/activeinferenceinstitute/Other/Institute_updates_Nov_12_2024_Symposium_tomorrow_and/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/mcMYdZxmVo0/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Institute_updates_Nov_12_2024_Symposium_tomorrow_and/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/MRTULbP1ZKs/README.md b/data/video/activeinferenceinstitute/Other/Introducing_Activelnference_jl_a_julia_package_for/README.md
similarity index 78%
rename from data/video/activeinferenceinstitute/Other/MRTULbP1ZKs/README.md
rename to data/video/activeinferenceinstitute/Other/Introducing_Activelnference_jl_a_julia_package_for/README.md
index 932537649..2bf9f9c7a 100644
--- a/data/video/activeinferenceinstitute/Other/MRTULbP1ZKs/README.md
+++ b/data/video/activeinferenceinstitute/Other/Introducing_Activelnference_jl_a_julia_package_for/README.md
@@ -1,4 +1,4 @@
-# MRTULbP1ZKs
+# Introducing_Activelnference_jl_a_julia_package_for
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/MRTULbP1ZKs/metadata.json b/data/video/activeinferenceinstitute/Other/Introducing_Activelnference_jl_a_julia_package_for/metadata.json
similarity index 82%
rename from data/video/activeinferenceinstitute/Other/MRTULbP1ZKs/metadata.json
rename to data/video/activeinferenceinstitute/Other/Introducing_Activelnference_jl_a_julia_package_for/metadata.json
index 04e3abf18..3b78b47f4 100644
--- a/data/video/activeinferenceinstitute/Other/MRTULbP1ZKs/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Introducing_Activelnference_jl_a_julia_package_for/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "MRTULbP1ZKs",
+  "item": "Introducing_Activelnference_jl_a_julia_package_for",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/MRTULbP1ZKs",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Introducing_Activelnference_jl_a_julia_package_for",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/MRTULbP1ZKs/transcript.txt b/data/video/activeinferenceinstitute/Other/Introducing_Activelnference_jl_a_julia_package_for/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/MRTULbP1ZKs/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Introducing_Activelnference_jl_a_julia_package_for/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/wNCZmPM0V44/README.md b/data/video/activeinferenceinstitute/Other/Introduction_to_recording_and_livestreaming_with_OBS/README.md
similarity index 71%
rename from data/video/activeinferenceinstitute/Other/wNCZmPM0V44/README.md
rename to data/video/activeinferenceinstitute/Other/Introduction_to_recording_and_livestreaming_with_OBS/README.md
index 95d34d75a..343b877f3 100644
--- a/data/video/activeinferenceinstitute/Other/wNCZmPM0V44/README.md
+++ b/data/video/activeinferenceinstitute/Other/Introduction_to_recording_and_livestreaming_with_OBS/README.md
@@ -1,4 +1,4 @@
-# wNCZmPM0V44
+# Introduction_to_recording_and_livestreaming_with_OBS
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/wNCZmPM0V44/metadata.json b/data/video/activeinferenceinstitute/Other/Introduction_to_recording_and_livestreaming_with_OBS/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/wNCZmPM0V44/metadata.json
rename to data/video/activeinferenceinstitute/Other/Introduction_to_recording_and_livestreaming_with_OBS/metadata.json
index e221bea1e..46a86ee12 100644
--- a/data/video/activeinferenceinstitute/Other/wNCZmPM0V44/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Introduction_to_recording_and_livestreaming_with_OBS/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "wNCZmPM0V44",
+  "item": "Introduction_to_recording_and_livestreaming_with_OBS",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/wNCZmPM0V44",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Introduction_to_recording_and_livestreaming_with_OBS",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/wNCZmPM0V44/transcript.txt b/data/video/activeinferenceinstitute/Other/Introduction_to_recording_and_livestreaming_with_OBS/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/wNCZmPM0V44/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Introduction_to_recording_and_livestreaming_with_OBS/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/7FuojyQMabw/README.md b/data/video/activeinferenceinstitute/Other/Jean_Francois_Cloutier_An_experiment_in_artificial_agency/README.md
similarity index 71%
rename from data/video/activeinferenceinstitute/Other/7FuojyQMabw/README.md
rename to data/video/activeinferenceinstitute/Other/Jean_Francois_Cloutier_An_experiment_in_artificial_agency/README.md
index a0172e41d..981254900 100644
--- a/data/video/activeinferenceinstitute/Other/7FuojyQMabw/README.md
+++ b/data/video/activeinferenceinstitute/Other/Jean_Francois_Cloutier_An_experiment_in_artificial_agency/README.md
@@ -1,4 +1,4 @@
-# 7FuojyQMabw
+# Jean_Francois_Cloutier_An_experiment_in_artificial_agency
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/7FuojyQMabw/metadata.json b/data/video/activeinferenceinstitute/Other/Jean_Francois_Cloutier_An_experiment_in_artificial_agency/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/7FuojyQMabw/metadata.json
rename to data/video/activeinferenceinstitute/Other/Jean_Francois_Cloutier_An_experiment_in_artificial_agency/metadata.json
index 1e95041df..7644a315e 100644
--- a/data/video/activeinferenceinstitute/Other/7FuojyQMabw/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Jean_Francois_Cloutier_An_experiment_in_artificial_agency/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "7FuojyQMabw",
+  "item": "Jean_Francois_Cloutier_An_experiment_in_artificial_agency",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/7FuojyQMabw",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Jean_Francois_Cloutier_An_experiment_in_artificial_agency",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/7FuojyQMabw/transcript.txt b/data/video/activeinferenceinstitute/Other/Jean_Francois_Cloutier_An_experiment_in_artificial_agency/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/7FuojyQMabw/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Jean_Francois_Cloutier_An_experiment_in_artificial_agency/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/olybbchPgEY/README.md b/data/video/activeinferenceinstitute/Other/John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at/README.md
similarity index 72%
rename from data/video/activeinferenceinstitute/Other/olybbchPgEY/README.md
rename to data/video/activeinferenceinstitute/Other/John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at/README.md
index 647bd8472..b30dbeaac 100644
--- a/data/video/activeinferenceinstitute/Other/olybbchPgEY/README.md
+++ b/data/video/activeinferenceinstitute/Other/John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at/README.md
@@ -1,4 +1,4 @@
-# olybbchPgEY
+# John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/olybbchPgEY/metadata.json b/data/video/activeinferenceinstitute/Other/John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/olybbchPgEY/metadata.json
rename to data/video/activeinferenceinstitute/Other/John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at/metadata.json
index 81480225c..c9c49b1d3 100644
--- a/data/video/activeinferenceinstitute/Other/olybbchPgEY/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "olybbchPgEY",
+  "item": "John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/olybbchPgEY",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/olybbchPgEY/transcript.txt b/data/video/activeinferenceinstitute/Other/John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/olybbchPgEY/transcript.txt
rename to data/video/activeinferenceinstitute/Other/John_Boik_CogNarr_Ecosystem_Facilitating_Group_Cognition_at/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/q5ZKdxc2tZI/README.md b/data/video/activeinferenceinstitute/Other/John_H_Clippinger_Workshop_part_1_Introduction_to_Applying/README.md
similarity index 73%
rename from data/video/activeinferenceinstitute/Other/q5ZKdxc2tZI/README.md
rename to data/video/activeinferenceinstitute/Other/John_H_Clippinger_Workshop_part_1_Introduction_to_Applying/README.md
index bb9bef3b2..d46ac81a6 100644
--- a/data/video/activeinferenceinstitute/Other/q5ZKdxc2tZI/README.md
+++ b/data/video/activeinferenceinstitute/Other/John_H_Clippinger_Workshop_part_1_Introduction_to_Applying/README.md
@@ -1,4 +1,4 @@
-# q5ZKdxc2tZI
+# John_H_Clippinger_Workshop_part_1_Introduction_to_Applying
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/q5ZKdxc2tZI/metadata.json b/data/video/activeinferenceinstitute/Other/John_H_Clippinger_Workshop_part_1_Introduction_to_Applying/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/q5ZKdxc2tZI/metadata.json
rename to data/video/activeinferenceinstitute/Other/John_H_Clippinger_Workshop_part_1_Introduction_to_Applying/metadata.json
index 8d03198ac..1a69fdc10 100644
--- a/data/video/activeinferenceinstitute/Other/q5ZKdxc2tZI/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/John_H_Clippinger_Workshop_part_1_Introduction_to_Applying/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "q5ZKdxc2tZI",
+  "item": "John_H_Clippinger_Workshop_part_1_Introduction_to_Applying",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/q5ZKdxc2tZI",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/John_H_Clippinger_Workshop_part_1_Introduction_to_Applying",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/q5ZKdxc2tZI/transcript.txt b/data/video/activeinferenceinstitute/Other/John_H_Clippinger_Workshop_part_1_Introduction_to_Applying/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/q5ZKdxc2tZI/transcript.txt
rename to data/video/activeinferenceinstitute/Other/John_H_Clippinger_Workshop_part_1_Introduction_to_Applying/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/E3xAZAs7YeA/README.md b/data/video/activeinferenceinstitute/Other/John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2/README.md
similarity index 70%
rename from data/video/activeinferenceinstitute/Other/E3xAZAs7YeA/README.md
rename to data/video/activeinferenceinstitute/Other/John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2/README.md
index c75bc8929..72ee7224c 100644
--- a/data/video/activeinferenceinstitute/Other/E3xAZAs7YeA/README.md
+++ b/data/video/activeinferenceinstitute/Other/John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2/README.md
@@ -1,4 +1,4 @@
-# E3xAZAs7YeA
+# John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/E3xAZAs7YeA/metadata.json b/data/video/activeinferenceinstitute/Other/John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2/metadata.json
similarity index 79%
rename from data/video/activeinferenceinstitute/Other/E3xAZAs7YeA/metadata.json
rename to data/video/activeinferenceinstitute/Other/John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2/metadata.json
index 44397f881..322b82389 100644
--- a/data/video/activeinferenceinstitute/Other/E3xAZAs7YeA/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "E3xAZAs7YeA",
+  "item": "John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/E3xAZAs7YeA",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/E3xAZAs7YeA/transcript.txt b/data/video/activeinferenceinstitute/Other/John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/E3xAZAs7YeA/transcript.txt
rename to data/video/activeinferenceinstitute/Other/John_H_Clippinger_and_Andrew_Pashea_BioFirm_Workshop_part_2/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/QmVuId8SY8k/README.md b/data/video/activeinferenceinstitute/Other/Karl_Friston_Active_inference_and_deep_temporal_models_23/README.md
similarity index 71%
rename from data/video/activeinferenceinstitute/Other/QmVuId8SY8k/README.md
rename to data/video/activeinferenceinstitute/Other/Karl_Friston_Active_inference_and_deep_temporal_models_23/README.md
index 162d994d0..490ed20a0 100644
--- a/data/video/activeinferenceinstitute/Other/QmVuId8SY8k/README.md
+++ b/data/video/activeinferenceinstitute/Other/Karl_Friston_Active_inference_and_deep_temporal_models_23/README.md
@@ -1,4 +1,4 @@
-# QmVuId8SY8k
+# Karl_Friston_Active_inference_and_deep_temporal_models_23
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/QmVuId8SY8k/metadata.json b/data/video/activeinferenceinstitute/Other/Karl_Friston_Active_inference_and_deep_temporal_models_23/metadata.json
similarity index 93%
rename from data/video/activeinferenceinstitute/Other/QmVuId8SY8k/metadata.json
rename to data/video/activeinferenceinstitute/Other/Karl_Friston_Active_inference_and_deep_temporal_models_23/metadata.json
index 4d5ac3acd..b68b0dc74 100644
--- a/data/video/activeinferenceinstitute/Other/QmVuId8SY8k/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Karl_Friston_Active_inference_and_deep_temporal_models_23/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "QmVuId8SY8k",
+  "item": "Karl_Friston_Active_inference_and_deep_temporal_models_23",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/QmVuId8SY8k",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Karl_Friston_Active_inference_and_deep_temporal_models_23",
   "enriched_from": [
     "generated",
     "youtube"
diff --git a/data/video/activeinferenceinstitute/Other/QmVuId8SY8k/transcript.txt b/data/video/activeinferenceinstitute/Other/Karl_Friston_Active_inference_and_deep_temporal_models_23/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/QmVuId8SY8k/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Karl_Friston_Active_inference_and_deep_temporal_models_23/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/WxTOeCnQNmY/README.md b/data/video/activeinferenceinstitute/Other/Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium/README.md
similarity index 75%
rename from data/video/activeinferenceinstitute/Other/WxTOeCnQNmY/README.md
rename to data/video/activeinferenceinstitute/Other/Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium/README.md
index a2cb04402..825ba382f 100644
--- a/data/video/activeinferenceinstitute/Other/WxTOeCnQNmY/README.md
+++ b/data/video/activeinferenceinstitute/Other/Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium/README.md
@@ -1,4 +1,4 @@
-# WxTOeCnQNmY
+# Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/WxTOeCnQNmY/metadata.json b/data/video/activeinferenceinstitute/Other/Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/WxTOeCnQNmY/metadata.json
rename to data/video/activeinferenceinstitute/Other/Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium/metadata.json
index 3795514ce..0c0a9499a 100644
--- a/data/video/activeinferenceinstitute/Other/WxTOeCnQNmY/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "WxTOeCnQNmY",
+  "item": "Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/WxTOeCnQNmY",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/WxTOeCnQNmY/transcript.txt b/data/video/activeinferenceinstitute/Other/Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/WxTOeCnQNmY/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Karl_Friston_and_Alexander_Ororbia_First_Day_Symposium/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/fbz2VUi-MOo/README.md b/data/video/activeinferenceinstitute/Other/Livestream_058_2_From_pixels_to_planning_scale_free_active/README.md
similarity index 72%
rename from data/video/activeinferenceinstitute/Other/fbz2VUi-MOo/README.md
rename to data/video/activeinferenceinstitute/Other/Livestream_058_2_From_pixels_to_planning_scale_free_active/README.md
index 20c11f658..42bc37d20 100644
--- a/data/video/activeinferenceinstitute/Other/fbz2VUi-MOo/README.md
+++ b/data/video/activeinferenceinstitute/Other/Livestream_058_2_From_pixels_to_planning_scale_free_active/README.md
@@ -1,4 +1,4 @@
-# fbz2VUi-MOo
+# Livestream_058_2_From_pixels_to_planning_scale_free_active
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/fbz2VUi-MOo/metadata.json b/data/video/activeinferenceinstitute/Other/Livestream_058_2_From_pixels_to_planning_scale_free_active/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/fbz2VUi-MOo/metadata.json
rename to data/video/activeinferenceinstitute/Other/Livestream_058_2_From_pixels_to_planning_scale_free_active/metadata.json
index b00fcb466..3f5de52d5 100644
--- a/data/video/activeinferenceinstitute/Other/fbz2VUi-MOo/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Livestream_058_2_From_pixels_to_planning_scale_free_active/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "fbz2VUi-MOo",
+  "item": "Livestream_058_2_From_pixels_to_planning_scale_free_active",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/fbz2VUi-MOo",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Livestream_058_2_From_pixels_to_planning_scale_free_active",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/fbz2VUi-MOo/transcript.txt b/data/video/activeinferenceinstitute/Other/Livestream_058_2_From_pixels_to_planning_scale_free_active/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/fbz2VUi-MOo/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Livestream_058_2_From_pixels_to_planning_scale_free_active/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/8-wpEkwG8ck/README.md b/data/video/activeinferenceinstitute/Other/Local_Interface_Download_Listen_View_Chat_for_Institute/README.md
similarity index 75%
rename from data/video/activeinferenceinstitute/Other/8-wpEkwG8ck/README.md
rename to data/video/activeinferenceinstitute/Other/Local_Interface_Download_Listen_View_Chat_for_Institute/README.md
index 933b34141..928a90874 100644
--- a/data/video/activeinferenceinstitute/Other/8-wpEkwG8ck/README.md
+++ b/data/video/activeinferenceinstitute/Other/Local_Interface_Download_Listen_View_Chat_for_Institute/README.md
@@ -1,4 +1,4 @@
-# 8-wpEkwG8ck
+# Local_Interface_Download_Listen_View_Chat_for_Institute
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/8-wpEkwG8ck/metadata.json b/data/video/activeinferenceinstitute/Other/Local_Interface_Download_Listen_View_Chat_for_Institute/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/8-wpEkwG8ck/metadata.json
rename to data/video/activeinferenceinstitute/Other/Local_Interface_Download_Listen_View_Chat_for_Institute/metadata.json
index 59d380591..14a7b6123 100644
--- a/data/video/activeinferenceinstitute/Other/8-wpEkwG8ck/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Local_Interface_Download_Listen_View_Chat_for_Institute/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "8-wpEkwG8ck",
+  "item": "Local_Interface_Download_Listen_View_Chat_for_Institute",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/8-wpEkwG8ck",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Local_Interface_Download_Listen_View_Chat_for_Institute",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/8-wpEkwG8ck/transcript.txt b/data/video/activeinferenceinstitute/Other/Local_Interface_Download_Listen_View_Chat_for_Institute/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/8-wpEkwG8ck/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Local_Interface_Download_Listen_View_Chat_for_Institute/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/1ZJBJGzOn0g/README.md b/data/video/activeinferenceinstitute/Other/MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic/README.md
similarity index 75%
rename from data/video/activeinferenceinstitute/Other/1ZJBJGzOn0g/README.md
rename to data/video/activeinferenceinstitute/Other/MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic/README.md
index 086be1db5..4677f45a9 100644
--- a/data/video/activeinferenceinstitute/Other/1ZJBJGzOn0g/README.md
+++ b/data/video/activeinferenceinstitute/Other/MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic/README.md
@@ -1,4 +1,4 @@
-# 1ZJBJGzOn0g
+# MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/1ZJBJGzOn0g/metadata.json b/data/video/activeinferenceinstitute/Other/MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/1ZJBJGzOn0g/metadata.json
rename to data/video/activeinferenceinstitute/Other/MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic/metadata.json
index 6547fea10..5a8e29fe6 100644
--- a/data/video/activeinferenceinstitute/Other/1ZJBJGzOn0g/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "1ZJBJGzOn0g",
+  "item": "MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/1ZJBJGzOn0g",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/1ZJBJGzOn0g/transcript.txt b/data/video/activeinferenceinstitute/Other/MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/1ZJBJGzOn0g/transcript.txt
rename to data/video/activeinferenceinstitute/Other/MLDawn_Brain_in_the_Dark_Design_Principles_for_Neuromimetic/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/8X9K_gZWhqs/README.md b/data/video/activeinferenceinstitute/Other/Mahault_Albarracin_Sustainability_Under_Active_Inference/README.md
similarity index 71%
rename from data/video/activeinferenceinstitute/Other/8X9K_gZWhqs/README.md
rename to data/video/activeinferenceinstitute/Other/Mahault_Albarracin_Sustainability_Under_Active_Inference/README.md
index b80320607..2d6eb5ff6 100644
--- a/data/video/activeinferenceinstitute/Other/8X9K_gZWhqs/README.md
+++ b/data/video/activeinferenceinstitute/Other/Mahault_Albarracin_Sustainability_Under_Active_Inference/README.md
@@ -1,4 +1,4 @@
-# 8X9K_gZWhqs
+# Mahault_Albarracin_Sustainability_Under_Active_Inference
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/8X9K_gZWhqs/metadata.json b/data/video/activeinferenceinstitute/Other/Mahault_Albarracin_Sustainability_Under_Active_Inference/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/8X9K_gZWhqs/metadata.json
rename to data/video/activeinferenceinstitute/Other/Mahault_Albarracin_Sustainability_Under_Active_Inference/metadata.json
index 6afc10096..afedbdd7f 100644
--- a/data/video/activeinferenceinstitute/Other/8X9K_gZWhqs/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Mahault_Albarracin_Sustainability_Under_Active_Inference/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "8X9K_gZWhqs",
+  "item": "Mahault_Albarracin_Sustainability_Under_Active_Inference",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/8X9K_gZWhqs",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Mahault_Albarracin_Sustainability_Under_Active_Inference",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/8X9K_gZWhqs/transcript.txt b/data/video/activeinferenceinstitute/Other/Mahault_Albarracin_Sustainability_Under_Active_Inference/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/8X9K_gZWhqs/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Mahault_Albarracin_Sustainability_Under_Active_Inference/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/P3h51-J4g8M/README.md b/data/video/activeinferenceinstitute/Other/Matthew_Brown_Real_Time_Active_Inference_for_Adaptive/README.md
similarity index 74%
rename from data/video/activeinferenceinstitute/Other/P3h51-J4g8M/README.md
rename to data/video/activeinferenceinstitute/Other/Matthew_Brown_Real_Time_Active_Inference_for_Adaptive/README.md
index 7fdb1030f..55692b6c9 100644
--- a/data/video/activeinferenceinstitute/Other/P3h51-J4g8M/README.md
+++ b/data/video/activeinferenceinstitute/Other/Matthew_Brown_Real_Time_Active_Inference_for_Adaptive/README.md
@@ -1,4 +1,4 @@
-# P3h51-J4g8M
+# Matthew_Brown_Real_Time_Active_Inference_for_Adaptive
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/P3h51-J4g8M/metadata.json b/data/video/activeinferenceinstitute/Other/Matthew_Brown_Real_Time_Active_Inference_for_Adaptive/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/P3h51-J4g8M/metadata.json
rename to data/video/activeinferenceinstitute/Other/Matthew_Brown_Real_Time_Active_Inference_for_Adaptive/metadata.json
index 49e2a408a..863ea744f 100644
--- a/data/video/activeinferenceinstitute/Other/P3h51-J4g8M/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Matthew_Brown_Real_Time_Active_Inference_for_Adaptive/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "P3h51-J4g8M",
+  "item": "Matthew_Brown_Real_Time_Active_Inference_for_Adaptive",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/P3h51-J4g8M",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Matthew_Brown_Real_Time_Active_Inference_for_Adaptive",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/P3h51-J4g8M/transcript.txt b/data/video/activeinferenceinstitute/Other/Matthew_Brown_Real_Time_Active_Inference_for_Adaptive/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/P3h51-J4g8M/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Matthew_Brown_Real_Time_Active_Inference_for_Adaptive/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/jnavry7c11A/README.md b/data/video/activeinferenceinstitute/Other/Michael_Lennon_Co_inferencing_Organizational_Symbiosis/README.md
similarity index 72%
rename from data/video/activeinferenceinstitute/Other/jnavry7c11A/README.md
rename to data/video/activeinferenceinstitute/Other/Michael_Lennon_Co_inferencing_Organizational_Symbiosis/README.md
index 0353304c4..17bfafdc7 100644
--- a/data/video/activeinferenceinstitute/Other/jnavry7c11A/README.md
+++ b/data/video/activeinferenceinstitute/Other/Michael_Lennon_Co_inferencing_Organizational_Symbiosis/README.md
@@ -1,4 +1,4 @@
-# jnavry7c11A
+# Michael_Lennon_Co_inferencing_Organizational_Symbiosis
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/jnavry7c11A/metadata.json b/data/video/activeinferenceinstitute/Other/Michael_Lennon_Co_inferencing_Organizational_Symbiosis/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/jnavry7c11A/metadata.json
rename to data/video/activeinferenceinstitute/Other/Michael_Lennon_Co_inferencing_Organizational_Symbiosis/metadata.json
index 42101e69b..fcaf3ee4e 100644
--- a/data/video/activeinferenceinstitute/Other/jnavry7c11A/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Michael_Lennon_Co_inferencing_Organizational_Symbiosis/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "jnavry7c11A",
+  "item": "Michael_Lennon_Co_inferencing_Organizational_Symbiosis",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/jnavry7c11A",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Michael_Lennon_Co_inferencing_Organizational_Symbiosis",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/jnavry7c11A/transcript.txt b/data/video/activeinferenceinstitute/Other/Michael_Lennon_Co_inferencing_Organizational_Symbiosis/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/jnavry7c11A/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Michael_Lennon_Co_inferencing_Organizational_Symbiosis/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/p77yZJ0Bf38/README.md b/data/video/activeinferenceinstitute/Other/Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations/README.md
similarity index 71%
rename from data/video/activeinferenceinstitute/Other/p77yZJ0Bf38/README.md
rename to data/video/activeinferenceinstitute/Other/Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations/README.md
index cbeccd135..657d149dd 100644
--- a/data/video/activeinferenceinstitute/Other/p77yZJ0Bf38/README.md
+++ b/data/video/activeinferenceinstitute/Other/Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations/README.md
@@ -1,4 +1,4 @@
-# p77yZJ0Bf38
+# Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/p77yZJ0Bf38/metadata.json b/data/video/activeinferenceinstitute/Other/Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations/metadata.json
similarity index 79%
rename from data/video/activeinferenceinstitute/Other/p77yZJ0Bf38/metadata.json
rename to data/video/activeinferenceinstitute/Other/Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations/metadata.json
index 6755cfe82..ff5adc090 100644
--- a/data/video/activeinferenceinstitute/Other/p77yZJ0Bf38/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "p77yZJ0Bf38",
+  "item": "Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/p77yZJ0Bf38",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/p77yZJ0Bf38/transcript.txt b/data/video/activeinferenceinstitute/Other/Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/p77yZJ0Bf38/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Octopus_Cognitive_Bifurcations_and_Mathematical_Explorations/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/rs6EjQM6EdI/README.md b/data/video/activeinferenceinstitute/Other/PerplexityAI_Learning_and_applying_Active_Inference_and/README.md
similarity index 76%
rename from data/video/activeinferenceinstitute/Other/rs6EjQM6EdI/README.md
rename to data/video/activeinferenceinstitute/Other/PerplexityAI_Learning_and_applying_Active_Inference_and/README.md
index 863adfa69..fa3d9b0d3 100644
--- a/data/video/activeinferenceinstitute/Other/rs6EjQM6EdI/README.md
+++ b/data/video/activeinferenceinstitute/Other/PerplexityAI_Learning_and_applying_Active_Inference_and/README.md
@@ -1,4 +1,4 @@
-# rs6EjQM6EdI
+# PerplexityAI_Learning_and_applying_Active_Inference_and
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/rs6EjQM6EdI/metadata.json b/data/video/activeinferenceinstitute/Other/PerplexityAI_Learning_and_applying_Active_Inference_and/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/rs6EjQM6EdI/metadata.json
rename to data/video/activeinferenceinstitute/Other/PerplexityAI_Learning_and_applying_Active_Inference_and/metadata.json
index 8d50db73f..ed4eeb73b 100644
--- a/data/video/activeinferenceinstitute/Other/rs6EjQM6EdI/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/PerplexityAI_Learning_and_applying_Active_Inference_and/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "rs6EjQM6EdI",
+  "item": "PerplexityAI_Learning_and_applying_Active_Inference_and",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/rs6EjQM6EdI",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/PerplexityAI_Learning_and_applying_Active_Inference_and",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/rs6EjQM6EdI/transcript.txt b/data/video/activeinferenceinstitute/Other/PerplexityAI_Learning_and_applying_Active_Inference_and/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/rs6EjQM6EdI/transcript.txt
rename to data/video/activeinferenceinstitute/Other/PerplexityAI_Learning_and_applying_Active_Inference_and/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/ZeIM4mK9UuY/README.md b/data/video/activeinferenceinstitute/Other/Projects_and_Measurements_February_8_2024/README.md
similarity index 74%
rename from data/video/activeinferenceinstitute/Other/ZeIM4mK9UuY/README.md
rename to data/video/activeinferenceinstitute/Other/Projects_and_Measurements_February_8_2024/README.md
index de21145b9..54553fbcc 100644
--- a/data/video/activeinferenceinstitute/Other/ZeIM4mK9UuY/README.md
+++ b/data/video/activeinferenceinstitute/Other/Projects_and_Measurements_February_8_2024/README.md
@@ -1,4 +1,4 @@
-# ZeIM4mK9UuY
+# Projects_and_Measurements_February_8_2024
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/ZeIM4mK9UuY/metadata.json b/data/video/activeinferenceinstitute/Other/Projects_and_Measurements_February_8_2024/metadata.json
similarity index 83%
rename from data/video/activeinferenceinstitute/Other/ZeIM4mK9UuY/metadata.json
rename to data/video/activeinferenceinstitute/Other/Projects_and_Measurements_February_8_2024/metadata.json
index e9b287c03..2fdd933a9 100644
--- a/data/video/activeinferenceinstitute/Other/ZeIM4mK9UuY/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Projects_and_Measurements_February_8_2024/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "ZeIM4mK9UuY",
+  "item": "Projects_and_Measurements_February_8_2024",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/ZeIM4mK9UuY",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Projects_and_Measurements_February_8_2024",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/ZeIM4mK9UuY/transcript.txt b/data/video/activeinferenceinstitute/Other/Projects_and_Measurements_February_8_2024/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/ZeIM4mK9UuY/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Projects_and_Measurements_February_8_2024/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/C1Uqxg7mDCo/README.md b/data/video/activeinferenceinstitute/Other/Purposefully_Nonstandard_Cybernetics_an_alternative_to/README.md
similarity index 74%
rename from data/video/activeinferenceinstitute/Other/C1Uqxg7mDCo/README.md
rename to data/video/activeinferenceinstitute/Other/Purposefully_Nonstandard_Cybernetics_an_alternative_to/README.md
index 8fd842fe3..113bb5d75 100644
--- a/data/video/activeinferenceinstitute/Other/C1Uqxg7mDCo/README.md
+++ b/data/video/activeinferenceinstitute/Other/Purposefully_Nonstandard_Cybernetics_an_alternative_to/README.md
@@ -1,4 +1,4 @@
-# C1Uqxg7mDCo
+# Purposefully_Nonstandard_Cybernetics_an_alternative_to
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/C1Uqxg7mDCo/metadata.json b/data/video/activeinferenceinstitute/Other/Purposefully_Nonstandard_Cybernetics_an_alternative_to/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/C1Uqxg7mDCo/metadata.json
rename to data/video/activeinferenceinstitute/Other/Purposefully_Nonstandard_Cybernetics_an_alternative_to/metadata.json
index 4b2fcf4e8..5dc3ad542 100644
--- a/data/video/activeinferenceinstitute/Other/C1Uqxg7mDCo/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Purposefully_Nonstandard_Cybernetics_an_alternative_to/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "C1Uqxg7mDCo",
+  "item": "Purposefully_Nonstandard_Cybernetics_an_alternative_to",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/C1Uqxg7mDCo",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Purposefully_Nonstandard_Cybernetics_an_alternative_to",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/C1Uqxg7mDCo/transcript.txt b/data/video/activeinferenceinstitute/Other/Purposefully_Nonstandard_Cybernetics_an_alternative_to/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/C1Uqxg7mDCo/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Purposefully_Nonstandard_Cybernetics_an_alternative_to/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/hZBkiePQtvc/README.md b/data/video/activeinferenceinstitute/Other/Scientific_Advisory_Board_SAB_at_Active_Inference_Institute/README.md
similarity index 74%
rename from data/video/activeinferenceinstitute/Other/hZBkiePQtvc/README.md
rename to data/video/activeinferenceinstitute/Other/Scientific_Advisory_Board_SAB_at_Active_Inference_Institute/README.md
index b185098b2..38ba193ce 100644
--- a/data/video/activeinferenceinstitute/Other/hZBkiePQtvc/README.md
+++ b/data/video/activeinferenceinstitute/Other/Scientific_Advisory_Board_SAB_at_Active_Inference_Institute/README.md
@@ -1,4 +1,4 @@
-# hZBkiePQtvc
+# Scientific_Advisory_Board_SAB_at_Active_Inference_Institute
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/hZBkiePQtvc/metadata.json b/data/video/activeinferenceinstitute/Other/Scientific_Advisory_Board_SAB_at_Active_Inference_Institute/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/hZBkiePQtvc/metadata.json
rename to data/video/activeinferenceinstitute/Other/Scientific_Advisory_Board_SAB_at_Active_Inference_Institute/metadata.json
index a5298cdcf..12a73679d 100644
--- a/data/video/activeinferenceinstitute/Other/hZBkiePQtvc/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Scientific_Advisory_Board_SAB_at_Active_Inference_Institute/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "hZBkiePQtvc",
+  "item": "Scientific_Advisory_Board_SAB_at_Active_Inference_Institute",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/hZBkiePQtvc",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Scientific_Advisory_Board_SAB_at_Active_Inference_Institute",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/hZBkiePQtvc/transcript.txt b/data/video/activeinferenceinstitute/Other/Scientific_Advisory_Board_SAB_at_Active_Inference_Institute/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/hZBkiePQtvc/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Scientific_Advisory_Board_SAB_at_Active_Inference_Institute/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/9v22c92LWHQ/README.md b/data/video/activeinferenceinstitute/Other/Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity/README.md
similarity index 72%
rename from data/video/activeinferenceinstitute/Other/9v22c92LWHQ/README.md
rename to data/video/activeinferenceinstitute/Other/Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity/README.md
index ebd92e6a9..dbfe9f9c6 100644
--- a/data/video/activeinferenceinstitute/Other/9v22c92LWHQ/README.md
+++ b/data/video/activeinferenceinstitute/Other/Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity/README.md
@@ -1,4 +1,4 @@
-# 9v22c92LWHQ
+# Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/9v22c92LWHQ/metadata.json b/data/video/activeinferenceinstitute/Other/Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/9v22c92LWHQ/metadata.json
rename to data/video/activeinferenceinstitute/Other/Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity/metadata.json
index 7bdfbdffd..38cc380af 100644
--- a/data/video/activeinferenceinstitute/Other/9v22c92LWHQ/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "9v22c92LWHQ",
+  "item": "Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/9v22c92LWHQ",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/9v22c92LWHQ/transcript.txt b/data/video/activeinferenceinstitute/Other/Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/9v22c92LWHQ/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Shagor_Rahman_Humanity_s_Story_A_Search_for_Moral_Clarity/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/gEmvzUQjQVI/README.md b/data/video/activeinferenceinstitute/Other/Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest/README.md
similarity index 72%
rename from data/video/activeinferenceinstitute/Other/gEmvzUQjQVI/README.md
rename to data/video/activeinferenceinstitute/Other/Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest/README.md
index 1385a3e68..ab4a7a07a 100644
--- a/data/video/activeinferenceinstitute/Other/gEmvzUQjQVI/README.md
+++ b/data/video/activeinferenceinstitute/Other/Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest/README.md
@@ -1,4 +1,4 @@
-# gEmvzUQjQVI
+# Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/gEmvzUQjQVI/metadata.json b/data/video/activeinferenceinstitute/Other/Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/gEmvzUQjQVI/metadata.json
rename to data/video/activeinferenceinstitute/Other/Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest/metadata.json
index 48e1c7ddc..2682f4a62 100644
--- a/data/video/activeinferenceinstitute/Other/gEmvzUQjQVI/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "gEmvzUQjQVI",
+  "item": "Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/gEmvzUQjQVI",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/gEmvzUQjQVI/transcript.txt b/data/video/activeinferenceinstitute/Other/Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/gEmvzUQjQVI/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Steffen_Bollman_and_Bradly_Alicea_Open_Strategies_Interest/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/yRhEbr4bpB0/README.md b/data/video/activeinferenceinstitute/Other/Using_ResearchGPT_for_learning_Active_Inference_and_doing/README.md
similarity index 72%
rename from data/video/activeinferenceinstitute/Other/yRhEbr4bpB0/README.md
rename to data/video/activeinferenceinstitute/Other/Using_ResearchGPT_for_learning_Active_Inference_and_doing/README.md
index 9e8b1db7c..bef21d32e 100644
--- a/data/video/activeinferenceinstitute/Other/yRhEbr4bpB0/README.md
+++ b/data/video/activeinferenceinstitute/Other/Using_ResearchGPT_for_learning_Active_Inference_and_doing/README.md
@@ -1,4 +1,4 @@
-# yRhEbr4bpB0
+# Using_ResearchGPT_for_learning_Active_Inference_and_doing
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/yRhEbr4bpB0/metadata.json b/data/video/activeinferenceinstitute/Other/Using_ResearchGPT_for_learning_Active_Inference_and_doing/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/yRhEbr4bpB0/metadata.json
rename to data/video/activeinferenceinstitute/Other/Using_ResearchGPT_for_learning_Active_Inference_and_doing/metadata.json
index aecafd7e3..cc5fbebf1 100644
--- a/data/video/activeinferenceinstitute/Other/yRhEbr4bpB0/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Using_ResearchGPT_for_learning_Active_Inference_and_doing/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "yRhEbr4bpB0",
+  "item": "Using_ResearchGPT_for_learning_Active_Inference_and_doing",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/yRhEbr4bpB0",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Using_ResearchGPT_for_learning_Active_Inference_and_doing",
   "enriched_from": [
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diff --git a/data/video/activeinferenceinstitute/Other/yRhEbr4bpB0/transcript.txt b/data/video/activeinferenceinstitute/Other/Using_ResearchGPT_for_learning_Active_Inference_and_doing/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/yRhEbr4bpB0/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Using_ResearchGPT_for_learning_Active_Inference_and_doing/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/KR9KCKQ-KJo/README.md b/data/video/activeinferenceinstitute/Other/Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for/README.md
similarity index 76%
rename from data/video/activeinferenceinstitute/Other/KR9KCKQ-KJo/README.md
rename to data/video/activeinferenceinstitute/Other/Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for/README.md
index 55aa94549..449f152f4 100644
--- a/data/video/activeinferenceinstitute/Other/KR9KCKQ-KJo/README.md
+++ b/data/video/activeinferenceinstitute/Other/Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for/README.md
@@ -1,4 +1,4 @@
-# KR9KCKQ-KJo
+# Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/KR9KCKQ-KJo/metadata.json b/data/video/activeinferenceinstitute/Other/Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for/metadata.json
similarity index 81%
rename from data/video/activeinferenceinstitute/Other/KR9KCKQ-KJo/metadata.json
rename to data/video/activeinferenceinstitute/Other/Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for/metadata.json
index 541ae73e1..123f28596 100644
--- a/data/video/activeinferenceinstitute/Other/KR9KCKQ-KJo/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "KR9KCKQ-KJo",
+  "item": "Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/KR9KCKQ-KJo",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for",
   "enriched_from": [
     "generated"
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diff --git a/data/video/activeinferenceinstitute/Other/KR9KCKQ-KJo/transcript.txt b/data/video/activeinferenceinstitute/Other/Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/KR9KCKQ-KJo/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Viet_Dung_Nguyen_Dynamic_Prior_Preference_Learning_for/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/Ei8LHRlmbzI/README.md b/data/video/activeinferenceinstitute/Other/Welcome_to_the_Active_Inference_Institute_2024_version_1/README.md
similarity index 71%
rename from data/video/activeinferenceinstitute/Other/Ei8LHRlmbzI/README.md
rename to data/video/activeinferenceinstitute/Other/Welcome_to_the_Active_Inference_Institute_2024_version_1/README.md
index 3f155b487..5361dbc77 100644
--- a/data/video/activeinferenceinstitute/Other/Ei8LHRlmbzI/README.md
+++ b/data/video/activeinferenceinstitute/Other/Welcome_to_the_Active_Inference_Institute_2024_version_1/README.md
@@ -1,4 +1,4 @@
-# Ei8LHRlmbzI
+# Welcome_to_the_Active_Inference_Institute_2024_version_1
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/Ei8LHRlmbzI/metadata.json b/data/video/activeinferenceinstitute/Other/Welcome_to_the_Active_Inference_Institute_2024_version_1/metadata.json
similarity index 80%
rename from data/video/activeinferenceinstitute/Other/Ei8LHRlmbzI/metadata.json
rename to data/video/activeinferenceinstitute/Other/Welcome_to_the_Active_Inference_Institute_2024_version_1/metadata.json
index b01f0ff2e..cdcd59d99 100644
--- a/data/video/activeinferenceinstitute/Other/Ei8LHRlmbzI/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/Welcome_to_the_Active_Inference_Institute_2024_version_1/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "Ei8LHRlmbzI",
+  "item": "Welcome_to_the_Active_Inference_Institute_2024_version_1",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Ei8LHRlmbzI",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/Welcome_to_the_Active_Inference_Institute_2024_version_1",
   "enriched_from": [
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   ],
diff --git a/data/video/activeinferenceinstitute/Other/Ei8LHRlmbzI/transcript.txt b/data/video/activeinferenceinstitute/Other/Welcome_to_the_Active_Inference_Institute_2024_version_1/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/Ei8LHRlmbzI/transcript.txt
rename to data/video/activeinferenceinstitute/Other/Welcome_to_the_Active_Inference_Institute_2024_version_1/transcript.txt
diff --git a/data/video/activeinferenceinstitute/Other/ynekj8F4zeY/README.md b/data/video/activeinferenceinstitute/Other/William_Gebhardt_An_Introduction_to_NGC_Learn_A/README.md
similarity index 78%
rename from data/video/activeinferenceinstitute/Other/ynekj8F4zeY/README.md
rename to data/video/activeinferenceinstitute/Other/William_Gebhardt_An_Introduction_to_NGC_Learn_A/README.md
index b6f6cda94..f893a42f1 100644
--- a/data/video/activeinferenceinstitute/Other/ynekj8F4zeY/README.md
+++ b/data/video/activeinferenceinstitute/Other/William_Gebhardt_An_Introduction_to_NGC_Learn_A/README.md
@@ -1,4 +1,4 @@
-# ynekj8F4zeY
+# William_Gebhardt_An_Introduction_to_NGC_Learn_A
 
 Series: **Other**
 
diff --git a/data/video/activeinferenceinstitute/Other/ynekj8F4zeY/metadata.json b/data/video/activeinferenceinstitute/Other/William_Gebhardt_An_Introduction_to_NGC_Learn_A/metadata.json
similarity index 83%
rename from data/video/activeinferenceinstitute/Other/ynekj8F4zeY/metadata.json
rename to data/video/activeinferenceinstitute/Other/William_Gebhardt_An_Introduction_to_NGC_Learn_A/metadata.json
index 0f109acc7..a7463deec 100644
--- a/data/video/activeinferenceinstitute/Other/ynekj8F4zeY/metadata.json
+++ b/data/video/activeinferenceinstitute/Other/William_Gebhardt_An_Introduction_to_NGC_Learn_A/metadata.json
@@ -1,11 +1,11 @@
 {
   "series": "Other",
-  "item": "ynekj8F4zeY",
+  "item": "William_Gebhardt_An_Introduction_to_NGC_Learn_A",
   "source": "youtube",
   "channel": "ActiveInferenceInstitute",
   "category": null,
   "episode": null,
-  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/ynekj8F4zeY",
+  "github": "https://github.com/ActiveInferenceInstitute/ActiveInferenceJournal/tree/main/data/video/activeinferenceinstitute/Other/William_Gebhardt_An_Introduction_to_NGC_Learn_A",
   "enriched_from": [
     "generated"
   ],
diff --git a/data/video/activeinferenceinstitute/Other/ynekj8F4zeY/transcript.txt b/data/video/activeinferenceinstitute/Other/William_Gebhardt_An_Introduction_to_NGC_Learn_A/transcript.txt
similarity index 100%
rename from data/video/activeinferenceinstitute/Other/ynekj8F4zeY/transcript.txt
rename to data/video/activeinferenceinstitute/Other/William_Gebhardt_An_Introduction_to_NGC_Learn_A/transcript.txt