diff --git a/async-robot-inference.md b/async-robot-inference.md
index cb9b955c02..c1c2074643 100644
--- a/async-robot-inference.md
+++ b/async-robot-inference.md
@@ -9,7 +9,7 @@ authors:
 - user: danaaubakirova
 - user: AdilZtn
 - user: aliberts
-- user: rcadene
+- user: cadene
 ---
 
 **TL;DR**
diff --git a/autotrain-image-classification.md b/autotrain-image-classification.md
index 2903b3f7ef..c1d3a171a1 100644
--- a/autotrain-image-classification.md
+++ b/autotrain-image-classification.md
@@ -2,7 +2,7 @@
 title: Image Classification with AutoTrain 
 thumbnail: /blog/assets/105_autotrain-image-classification/thumbnail.png
 authors:
-- user: nimaboscarino
+- user: NimaBoscarino
 ---
 
 # Image Classification with AutoTrain
diff --git a/benczechmark.md b/benczechmark.md
index 3f40936150..7364987b7c 100644
--- a/benczechmark.md
+++ b/benczechmark.md
@@ -30,10 +30,10 @@ authors:
 - user: Adamiros
   guest: true
   org: CIIRC-NLP
-- user: davidamczyk
+- user: davidadamczyk
   guest: true
   org: CIIRC-NLP
-- user: janH
+- user: JanH
   guest: true
   org: CIIRC-NLP
 - user: jsedivy
diff --git a/chat-templates.md b/chat-templates.md
index 1156d820fc..b013c08770 100644
--- a/chat-templates.md
+++ b/chat-templates.md
@@ -2,7 +2,7 @@
 title: "Chat Templates: An End to the Silent Performance Killer" 
 thumbnail: /blog/assets/chat-templates/thumbnail.png
 authors:
-- user: rocketknight1
+- user: Rocketknight1
 ---
 
 # Chat Templates
diff --git a/codeparrot.md b/codeparrot.md
index 92eea7067a..1fcab72b99 100644
--- a/codeparrot.md
+++ b/codeparrot.md
@@ -2,7 +2,7 @@
 title: Training CodeParrot 🦜 from Scratch
 thumbnail: /blog/assets/40_codeparrot/thumbnail.png
 authors:
-- user: leandro
+- user: lvwerra
 ---
 
 # Training CodeParrot 🦜 from Scratch
diff --git a/controlnet.md b/controlnet.md
index a77502c285..e0581e9330 100644
--- a/controlnet.md
+++ b/controlnet.md
@@ -3,7 +3,7 @@ title: "ControlNet in 🧨 Diffusers"
 thumbnail: /blog/assets/controlnet/thumbnail.png 
 authors:
 - user: sayakpaul
-- user: yiyixu
+- user: YiYiXu
 - user: patrickvonplaten
 ---
 
diff --git a/deep-learning-with-proteins.md b/deep-learning-with-proteins.md
index e0eacd58a5..e7e6f32e05 100644
--- a/deep-learning-with-proteins.md
+++ b/deep-learning-with-proteins.md
@@ -2,7 +2,7 @@
 title: "Deep Learning with Proteins" 
 thumbnail: /blog/assets/119_deep_learning_with_proteins/folding_example.png
 authors:
-- user: rocketknight1
+- user: Rocketknight1
 ---
 
 # Deep Learning With Proteins
diff --git a/dialog-agents.md b/dialog-agents.md
index ecc57c2556..89dcf81fdf 100644
--- a/dialog-agents.md
+++ b/dialog-agents.md
@@ -5,7 +5,7 @@ authors:
 - user: nazneen
 - user: natolambert
 - user: VictorSanh
-- user: ThomWolf
+- user: thomwolf
 ---
 
 
diff --git a/encrypted-llm.md b/encrypted-llm.md
index 12355b7f57..5907aeb33e 100644
--- a/encrypted-llm.md
+++ b/encrypted-llm.md
@@ -2,7 +2,7 @@
 title: "Towards Encrypted Large Language Models with FHE" 
 thumbnail: /blog/assets/encrypted-llm/thumbnail.png
 authors:
-- user: RomanBredehoft
+- user: romanbredehoft-zama
   guest: true
 - user: jfrery-zama
   guest: true
diff --git a/falcon2-11b.md b/falcon2-11b.md
index f9d874f7aa..6b389ba0ac 100644
--- a/falcon2-11b.md
+++ b/falcon2-11b.md
@@ -27,7 +27,7 @@ authors:
   guest: true
   org: tiiuae
 - user: clefourrier
-- user: SailorTwift
+- user: SaylorTwift
 ---
 
 # Falcon 2: An 11B parameter pretrained language model and VLM, trained on over 5000B tokens and 11 languages
diff --git a/fine-tune-clip-rsicd.md b/fine-tune-clip-rsicd.md
index eb15ab6aa4..8a1963a037 100644
--- a/fine-tune-clip-rsicd.md
+++ b/fine-tune-clip-rsicd.md
@@ -10,7 +10,7 @@ authors:
   guest: true
 - user: cataluna84
   guest: true
-- user: ghosh-r
+- user: ritog
   guest: true
 - user: sujitpal
   guest: true
diff --git a/gaia2.md b/gaia2.md
index 8a938bc1ae..6db9164118 100644
--- a/gaia2.md
+++ b/gaia2.md
@@ -4,7 +4,7 @@ thumbnail: /blog/assets/leaderboards-on-the-hub/thumbnail_mare_gaia2.png
 authors:
 - user: clefourrier
   org: OpenEvals
-- user: gmialon
+- user: gregmialz
   guest: true
   org: meta-agents-research-environments
 - user: mlcu
@@ -13,7 +13,7 @@ authors:
 - user: mortimerp9
   guest: true
   org: meta-agents-research-environments
-- user: xcid
+- user: XciD
 - user: tfrere
 - user: evijit
   org: hfpolicy
diff --git a/hello-hf-kernels.md b/hello-hf-kernels.md
index f6380090c2..858f3fa450 100644
--- a/hello-hf-kernels.md
+++ b/hello-hf-kernels.md
@@ -4,7 +4,7 @@ thumbnail: /blog/assets/hello-hf-kernels/kernel-hub-five-mins-short.png
 authors:
 - user: drbh
 - user: danieldk
-- user: narsil
+- user: Narsil
 - user: pcuenq
 - user: pagezyhf
 - user: merve
diff --git a/intel-protein-language-model-protst.md b/intel-protein-language-model-protst.md
index 535edfc7d7..3fe681064b 100644
--- a/intel-protein-language-model-protst.md
+++ b/intel-protein-language-model-protst.md
@@ -6,7 +6,7 @@ authors:
 - user: Jiqing
   guest: true
   org: Intel
-- user: Santiago Miret
+- user: smiret
   guest: true
 - user: katarinayuan
   guest: true
diff --git a/langchain.md b/langchain.md
index 8c359383a4..bcb3eefddd 100644
--- a/langchain.md
+++ b/langchain.md
@@ -2,7 +2,7 @@
 title: "Hugging Face x LangChain : A new partner package" 
 thumbnail: /blog/assets/langchain_huggingface/thumbnail.png
 authors:
-- user: jofthomas
+- user: Jofthomas
 - user: kkondratenko
   guest: true
 - user: efriis
diff --git a/leaderboard-arabic-v2.md b/leaderboard-arabic-v2.md
index 29b77e8201..beb8206eda 100644
--- a/leaderboard-arabic-v2.md
+++ b/leaderboard-arabic-v2.md
@@ -14,7 +14,7 @@ authors:
 - user: amztheory
   guest: true
   org: tiiuae
-- user: Basma-b
+- user: basma-b
   guest: true
   org: tiiuae
 - user: rcojocaru
diff --git a/leaderboard-arabic.md b/leaderboard-arabic.md
index 99900d4ae1..351d2207fd 100644
--- a/leaderboard-arabic.md
+++ b/leaderboard-arabic.md
@@ -11,7 +11,7 @@ authors:
 - user: rcojocaru
   guest: true
   org: tiiuae
-- user: Basma-b
+- user: basma-b
   guest: true
   org: tiiuae
 - user: clefourrier
diff --git a/leaderboard-japanese.md b/leaderboard-japanese.md
index 31474f4781..168bf507e8 100644
--- a/leaderboard-japanese.md
+++ b/leaderboard-japanese.md
@@ -2,7 +2,7 @@
 title: "Introducing the Open Leaderboard for Japanese LLMs!"
 thumbnail: /blog/assets/leaderboards-on-the-hub/thumbnail_japanese.png
 authors:
-- user: akimfromparis
+- user: AkimfromParis
   guest: true
   org: llm-jp
 - user: miyao-yusuke
diff --git a/leaderboard-patronus.md b/leaderboard-patronus.md
index 97b8ef05c2..e52e9f6278 100644
--- a/leaderboard-patronus.md
+++ b/leaderboard-patronus.md
@@ -4,7 +4,7 @@ thumbnail: /blog/assets/leaderboards-on-the-hub/thumbnail_patronus.png
 authors:
 - user: sunitha98
   guest: true
-- user: RebeccaQian
+- user: rebeccaqian
   guest: true
 - user: anandnk24
   guest: true
diff --git a/matryoshka.md b/matryoshka.md
index 7dde6a2cf1..b11c6a28b2 100644
--- a/matryoshka.md
+++ b/matryoshka.md
@@ -3,7 +3,7 @@ title: "🪆 Introduction to Matryoshka Embedding Models"
 thumbnail: /blog/assets/matryoshka/thumbnail.png
 authors:
 - user: tomaarsen
-- user: xenova
+- user: Xenova
 - user: osanseviero
 ---
 
diff --git a/model-cards.md b/model-cards.md
index 4b0bf4cc9d..26f7c52e82 100644
--- a/model-cards.md
+++ b/model-cards.md
@@ -4,7 +4,7 @@ thumbnail: /blog/assets/121_model-cards/thumbnail.png
 authors:
 - user: Ezi
 - user: Marissa
-- user: Meg
+- user: meg
 ---
 
 # Model Cards
diff --git a/playlist-generator.md b/playlist-generator.md
index c0a3540c7f..ee8542bfba 100644
--- a/playlist-generator.md
+++ b/playlist-generator.md
@@ -2,7 +2,7 @@
 title: 'Building a Playlist Generator with Sentence Transformers'
 thumbnail: /blog/assets/87_playlist_generator/thumbnail.png
 authors:
-- user: nimaboscarino
+- user: NimaBoscarino
 ---
 
 # Building a Playlist Generator with Sentence Transformers
diff --git a/pollen-vision.md b/pollen-vision.md
index 56844e009b..17d963d6da 100644
--- a/pollen-vision.md
+++ b/pollen-vision.md
@@ -8,7 +8,7 @@ authors:
   guest: true
 - user: PierreRouanet
   guest: true
-- user: revellsi
+- user: revelsi
   guest: true
 ---
 
diff --git a/pycharm-integration.md b/pycharm-integration.md
index 95e1909086..fb2355f7ee 100644
--- a/pycharm-integration.md
+++ b/pycharm-integration.md
@@ -2,7 +2,7 @@
 title: "Hugging Face + PyCharm"
 thumbnail: /blog/assets/pycharm-integration/thumbnail.png
 authors:
-- user: rocketknight1
+- user: Rocketknight1
 ---
 
 # Hugging Face + PyCharm
diff --git a/regions.md b/regions.md
index 5212cbb4c7..20391a7faa 100644
--- a/regions.md
+++ b/regions.md
@@ -6,7 +6,7 @@ authors:
 - user: rtrm
 - user: XciD
 - user: michellehbn
-- user: violette
+- user: Violette
 - user: julien-c
 ---
 
diff --git a/rwkv.md b/rwkv.md
index a2da729df3..38547e0a99 100644
--- a/rwkv.md
+++ b/rwkv.md
@@ -2,7 +2,7 @@
 title: "Introducing RWKV - An RNN with the advantages of a transformer" 
 thumbnail: /blog/assets/142_rwkv/rwkv_thumbnail.png
 authors:
-- user: BLinkDL
+- user: BlinkDL
   guest: true
 - user: Hazzzardous
   guest: true
diff --git a/screensuite.md b/screensuite.md
index b7729e950d..f5fe3b41e3 100644
--- a/screensuite.md
+++ b/screensuite.md
@@ -2,7 +2,7 @@
 title: "ScreenSuite - The most comprehensive evaluation suite for GUI Agents!"
 thumbnail: /blog/assets/screensuite/thumbnail.png
 authors:
-  - user: a-mahla
+  - user: A-Mahla
   - user: m-ric
   - user: thomwolf
 ---
diff --git a/sd_distillation.md b/sd_distillation.md
index ea358a76c9..61060589b0 100644
--- a/sd_distillation.md
+++ b/sd_distillation.md
@@ -2,10 +2,12 @@
 title: "Open-sourcing Knowledge Distillation Code and Weights of SD-Small and SD-Tiny"
 thumbnail: /blog/assets/distill_sd/thumbnail.png
 authors:
-- user: harishsegmind
+- user: harishp
   guest: true
+  org: segmind
 - user: Warlord-K
   guest: true
+  org: segmind
 - user: Gothos
   guest: true
 ---
diff --git a/smolvlm2.md b/smolvlm2.md
index 87c11899ef..65e8552678 100644
--- a/smolvlm2.md
+++ b/smolvlm2.md
@@ -10,7 +10,7 @@ authors:
 - user: merve
 - user: pcuenq
 - user: cyrilzakka
-- user: xenova
+- user: Xenova
 ---
 
 # SmolVLM2: Bringing Video Understanding to Every Device
diff --git a/tensorflow-philosophy.md b/tensorflow-philosophy.md
index 48179d9a36..8736a3f84f 100644
--- a/tensorflow-philosophy.md
+++ b/tensorflow-philosophy.md
@@ -2,7 +2,7 @@
 title: "Hugging Face's TensorFlow Philosophy"
 thumbnail: /blog/assets/96_tensorflow_philosophy/thumbnail.png
 authors:
-- user: rocketknight1
+- user: Rocketknight1
 ---
 
 # Hugging Face's TensorFlow Philosophy
diff --git a/tf_tpu.md b/tf_tpu.md
index 2f40eac56a..e2c0629600 100644
--- a/tf_tpu.md
+++ b/tf_tpu.md
@@ -2,7 +2,7 @@
 title: "Training a language model with 🤗 Transformers using TensorFlow and TPUs"
 thumbnail: /blog/assets/tf_tpu_training/thumbnail.png
 authors:
-- user: rocketknight1
+- user: Rocketknight1
 - user: sayakpaul
 ---
 
diff --git a/transformersjs-v3.md b/transformersjs-v3.md
index 0297f49d06..15ad451cbc 100644
--- a/transformersjs-v3.md
+++ b/transformersjs-v3.md
@@ -2,7 +2,7 @@
 title: "Transformers.js v3: WebGPU Support, New Models & Tasks, and More…"
 thumbnail: /blog/assets/transformersjs-v3/thumbnail.png
 authors:
-  - user: xenova
+  - user: Xenova
 ---
 
 # Transformers.js v3: WebGPU Support, New Models & Tasks, and More…
diff --git a/your-first-ml-project.md b/your-first-ml-project.md
index c6014929ac..11dd9e344a 100644
--- a/your-first-ml-project.md
+++ b/your-first-ml-project.md
@@ -2,7 +2,7 @@
 title: 'Liftoff! How to get started with your first ML project 🚀'
 thumbnail: /blog/assets/84_first_ml_project/thumbnail.png
 authors:
-- user: nimaboscarino
+- user: NimaBoscarino
 ---
 
 # Liftoff! How to get started with your first ML project 🚀
diff --git a/zh/assisted-generation-support-gaudi.md b/zh/assisted-generation-support-gaudi.md
index 5bc7af3694..8155704044 100644
--- a/zh/assisted-generation-support-gaudi.md
+++ b/zh/assisted-generation-support-gaudi.md
@@ -5,7 +5,7 @@ authors:
 - user: haimbarad
   guest: true
   org: Intel
-- user: nraste
+- user: neharaste
   guest: true
   org: Intel
 - user: joeychou
diff --git a/zh/chat-templates.md b/zh/chat-templates.md
index 9f5da6450f..58c74be910 100644
--- a/zh/chat-templates.md
+++ b/zh/chat-templates.md
@@ -2,7 +2,7 @@
 title: "聊天模板：无声性能杀手的终结" 
 thumbnail: /blog/assets/chat-templates/thumbnail.png
 authors:
-- user: rocketknight1
+- user: Rocketknight1
 translators:
 - user: MatrixYao
 - user: zhongdongy
diff --git a/zh/controlnet.md b/zh/controlnet.md
index 92f459ffbd..e3aa3c26d5 100644
--- a/zh/controlnet.md
+++ b/zh/controlnet.md
@@ -3,7 +3,7 @@ title: "使用 🧨 Diffusers 实现 ControlNet 高速推理"
 thumbnail: /blog/assets/controlnet/thumbnail.png 
 authors:
 - user: sayakpaul
-- user: yiyixu
+- user: YiYiXu
 - user: patrickvonplaten
 translators:
 - user: SuSung-boy
diff --git a/zh/deep-learning-with-proteins.md b/zh/deep-learning-with-proteins.md
index 00392e24f9..e6c2cacafc 100644
--- a/zh/deep-learning-with-proteins.md
+++ b/zh/deep-learning-with-proteins.md
@@ -2,7 +2,7 @@
 title: "蛋白质深度学习" 
 thumbnail: /blog/assets/119_deep_learning_with_proteins/folding_example.png
 authors:
-- user: rocketknight1
+- user: Rocketknight1
 translators:
 - user: MatrixYao
 - user: zhongdongy
diff --git a/zh/dialog-agents.md b/zh/dialog-agents.md
index 59c1be71c1..6fd4c72254 100644
--- a/zh/dialog-agents.md
+++ b/zh/dialog-agents.md
@@ -5,7 +5,7 @@ authors:
 - user: nazneen
 - user: natolambert
 - user: VictorSanh
-- user: ThomWolf
+- user: thomwolf
 translators:
 - user: MatrixYao
 - user: zhongdongy
diff --git a/zh/encrypted-llm.md b/zh/encrypted-llm.md
index 200f77ec28..794a9b2210 100644
--- a/zh/encrypted-llm.md
+++ b/zh/encrypted-llm.md
@@ -2,7 +2,7 @@
 title: "使用 FHE 实现加密大语言模型" 
 thumbnail: /blog/assets/encrypted-llm/thumbnail.png
 authors:
-- user: RomanBredehoft
+- user: romanbredehoft-zama
   guest: true
 - user: jfrery-zama
   guest: true
diff --git a/zh/intel-protein-language-model-protst.md b/zh/intel-protein-language-model-protst.md
index 0e0f20c537..9757a5f0dd 100644
--- a/zh/intel-protein-language-model-protst.md
+++ b/zh/intel-protein-language-model-protst.md
@@ -6,7 +6,7 @@ authors:
 - user: Jiqing
   guest: true
   org: Intel
-- user: Santiago Miret
+- user: smiret
   guest: true
 - user: katarinayuan
   guest: true
diff --git a/zh/langchain.md b/zh/langchain.md
index 1e2821f914..ca05957f03 100644
--- a/zh/langchain.md
+++ b/zh/langchain.md
@@ -2,7 +2,7 @@
 title: "Hugging Face x LangChain：全新 LangChain 合作伙伴包" 
 thumbnail: /blog/assets/langchain_huggingface/thumbnail.png
 authors:
-- user: jofthomas
+- user: Jofthomas
 - user: kkondratenko
   guest: true
 - user: efriis
diff --git a/zh/leaderboard-patronus.md b/zh/leaderboard-patronus.md
index a47f68afa9..8b2cfd5864 100644
--- a/zh/leaderboard-patronus.md
+++ b/zh/leaderboard-patronus.md
@@ -4,7 +4,7 @@ thumbnail: /blog/assets/leaderboards-on-the-hub/thumbnail_patronus.png
 authors:
 - user: sunitha98
   guest: true
-- user: RebeccaQian
+- user: rebeccaqian
   guest: true
 - user: anandnk24
   guest: true
diff --git a/zh/matryoshka.md b/zh/matryoshka.md
index a4f02659b1..b86eacd80e 100644
--- a/zh/matryoshka.md
+++ b/zh/matryoshka.md
@@ -3,7 +3,7 @@ title: "🪆 俄罗斯套娃嵌入模型"
 thumbnail: /blog/assets/matryoshka/thumbnail.png
 authors:
 - user: tomaarsen
-- user: xenova
+- user: Xenova
 - user: osanseviero
 translators:
 - user: innovation64
diff --git a/zh/paligemma2.md b/zh/paligemma2.md
index ec605b167d..cd8ee385c6 100644
--- a/zh/paligemma2.md
+++ b/zh/paligemma2.md
@@ -8,9 +8,8 @@ authors:
   org: google
 - user: pcuenq
 - user: ariG23498
-- user: xiaodouzi666
+translators:
 - user: zhongdongy
-  proofreader: true
 ---
 
 # PaliGemma 2 简介
diff --git a/zh/pycharm-integration.md b/zh/pycharm-integration.md
index 8b4868a285..0bcb89c63f 100644
--- a/zh/pycharm-integration.md
+++ b/zh/pycharm-integration.md
@@ -2,7 +2,7 @@
 title: "Hugging Face 与 PyCharm 深度集成：轻松引入丰富的 AI 模型"
 thumbnail: /blog/assets/pycharm-integration/thumbnail.png
 authors:
-- user: rocketknight1
+- user: Rocketknight1
 translators:
 - user: chenglu
 ---
diff --git a/zh/regions.md b/zh/regions.md
index 49418dbff3..20a120877e 100644
--- a/zh/regions.md
+++ b/zh/regions.md
@@ -6,7 +6,7 @@ authors:
 - user: rtrm
 - user: XciD
 - user: michellehbn
-- user: violette
+- user: Violette
 - user: julien-c
 translators:
 - user: chenglu
diff --git a/zh/rwkv.md b/zh/rwkv.md
index bb521f1f9b..3b5ff18376 100644
--- a/zh/rwkv.md
+++ b/zh/rwkv.md
@@ -2,10 +2,12 @@
 title: "RWKV -- transformer 与 RNN 的强强联合" 
 thumbnail: /blog/assets/142_rwkv/rwkv_thumbnail.png
 authors:
-- user: BLinkDL
+- user: BlinkDL
+  guest: true
 - user: Hazzzardous
+  guest: true
 - user: sgugger
-- user: RWKV
+- user: ybelkada
 translators:
 - user: SuSung-boy
 - user: zhongdongy
diff --git a/zh/sd_distillation.md b/zh/sd_distillation.md
index b0b4f33a9d..929261e8ae 100644
--- a/zh/sd_distillation.md
+++ b/zh/sd_distillation.md
@@ -2,10 +2,12 @@
 title: "开源 SD-Small 和 SD-Tiny 知识蒸馏代码与权重"
 thumbnail: /blog/assets/distill_sd/thumbnail.png
 authors:
-- user: harishsegmind
+- user: harishp
   guest: true
+  org: segmind
 - user: Warlord-K
   guest: true
+  org: segmind
 - user: Gothos
   guest: true
 translators:
diff --git a/zh/sdxl_lora_advanced_script.md b/zh/sdxl_lora_advanced_script.md
index 5ce3e21aaf..eb87b250b7 100644
--- a/zh/sdxl_lora_advanced_script.md
+++ b/zh/sdxl_lora_advanced_script.md
@@ -2,7 +2,7 @@
 title: "全世界 LoRA 训练脚本，联合起来!"
 thumbnail: /blog/assets/dreambooth_lora_sdxl/thumbnail.png
 authors:
-- user: LinoyTsaban
+- user: linoyts
 - user: multimodalart
 translators:
 - user: MatrixYao
diff --git a/zh/smolvlm2.md b/zh/smolvlm2.md
index 2afd1a3eff..07154db13d 100644
--- a/zh/smolvlm2.md
+++ b/zh/smolvlm2.md
@@ -10,7 +10,7 @@ authors:
 - user: merve  
 - user: pcuenq  
 - user: cyrilzakka  
-- user: xenova  
+- user: Xenova  
 translators:
 - user: yaoqih
 - user: zhongdongy
diff --git a/zh/unified-tool-use.md b/zh/unified-tool-use.md
index 715ca7c75e..fb83cd2858 100644
--- a/zh/unified-tool-use.md
+++ b/zh/unified-tool-use.md
@@ -2,7 +2,7 @@
 title: "对 LLM 工具使用进行统一"
 thumbnail: /blog/assets/unified-tool-use/thumbnail.png
 authors:
-- user: rocketknight1
+- user: Rocketknight1
 translators:
 - user: MatrixYao
 - user: zhongdongy