diff --git a/.gitattributes b/.gitattributes
index d805f25f13bcb2b6a7c6c765d53d3a9039780181..c01e391d4ced8d71b9e23cf9b349471c018b5d2d 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -41,4 +41,3 @@ blog/ai_art_newsletter_1/I_wont_back_down_pop.mp3 filter=lfs diff=lfs merge=lfs
 kaggle-integration/*.gif filter=lfs diff=lfs merge=lfs -text
 responses.js/demo[[:space:]](1).webm filter=lfs diff=lfs merge=lfs -text
 responses.js/demo.webm filter=lfs diff=lfs merge=lfs -text
-claude-images-mcp/bfl_krea_image.avif filter=lfs diff=lfs merge=lfs -text
diff --git a/bee2.JPG b/bee2.JPG
deleted file mode 100644
index 2149e80ce030d62f5285a492dbe05010c104f765..0000000000000000000000000000000000000000
--- a/bee2.JPG
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9cea8f0a904f61184ad27c83bd31ea8b1ce04915612996743c93efcb822f16bb
-size 5272190
diff --git a/bee_edited.jpg b/bee_edited.jpg
deleted file mode 100644
index 7bcc05e385c62729aaa4fc6ffadeea5009697ac4..0000000000000000000000000000000000000000
--- a/bee_edited.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f75820a7bca1baa6b2b508e3328af6953a64f3a47799556941658d30e6f7d4ce
-size 1603097
diff --git a/blog/accelerate-nd-parallel/cp.png b/blog/accelerate-nd-parallel/cp.png
deleted file mode 100644
index 6ca9370bb637d6e713188f1ffff7995720f83849..0000000000000000000000000000000000000000
--- a/blog/accelerate-nd-parallel/cp.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2068e6c54540e2b28b5ded3258079cac54fe04b05cb85c04052960dc4188acf2
-size 59455
diff --git a/blog/accelerate-nd-parallel/dp.png b/blog/accelerate-nd-parallel/dp.png
deleted file mode 100644
index cd788cd5f25fa917ba490a50150179d52e5e6274..0000000000000000000000000000000000000000
--- a/blog/accelerate-nd-parallel/dp.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:08bc45977d2666c0d4ebcaca7734e796d84b773042503f21692999b808d69280
-size 83383
diff --git a/blog/accelerate-nd-parallel/fsdp.png b/blog/accelerate-nd-parallel/fsdp.png
deleted file mode 100644
index eb36c2d6039f71a924551bbae81a46dac181678b..0000000000000000000000000000000000000000
--- a/blog/accelerate-nd-parallel/fsdp.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:83002c5fef46b8962345c48c28ad49465c9c0354c5ac0079c4c9ba839568da14
-size 116258
diff --git a/blog/accelerate-nd-parallel/hsdp.png b/blog/accelerate-nd-parallel/hsdp.png
deleted file mode 100644
index 99aad39300c779b9558049dbc4bdc26397adf962..0000000000000000000000000000000000000000
--- a/blog/accelerate-nd-parallel/hsdp.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:bfa17d9ac9dcb12a094a8cd20da7f9f3e824cba34c7caa75245975cca259d5a1
-size 153504
diff --git a/blog/accelerate-nd-parallel/tp.png b/blog/accelerate-nd-parallel/tp.png
deleted file mode 100644
index 693d2981d49c8953788374298882619e59623c0b..0000000000000000000000000000000000000000
--- a/blog/accelerate-nd-parallel/tp.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c159a9dfedd217d3850beb957abd0178d88f9fe496a909f48f6fe2efd78ef386
-size 36178
diff --git a/blog/embeddinggemma/embeddinggemma-300m-mteb-eng.png b/blog/embeddinggemma/embeddinggemma-300m-mteb-eng.png
deleted file mode 100644
index 46570405f5bdffdc6d15cbe9f247cdd5e576c25c..0000000000000000000000000000000000000000
--- a/blog/embeddinggemma/embeddinggemma-300m-mteb-eng.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:bd118ea7ef909598c415b83ad2d042c6228eadb03a0f7b0af7b0460f1f9ee81f
-size 22257
diff --git a/blog/embeddinggemma/embeddinggemma-300m-mteb-multilingual.png b/blog/embeddinggemma/embeddinggemma-300m-mteb-multilingual.png
deleted file mode 100644
index 91158c4f3213c05d0d3e847cc64395577444bba8..0000000000000000000000000000000000000000
--- a/blog/embeddinggemma/embeddinggemma-300m-mteb-multilingual.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:09e4686635950a18c31f648df858771b8ab39773425a8239082d5d09b21021e9
-size 18604
diff --git a/blog/embeddinggemma/semantic_galaxy.mp4 b/blog/embeddinggemma/semantic_galaxy.mp4
deleted file mode 100644
index 118fbb4fab55ceeb2bfb28da0f7e51d2e0879233..0000000000000000000000000000000000000000
--- a/blog/embeddinggemma/semantic_galaxy.mp4
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ca071dddf70e129332a17ba4bb26a456edd849e7a0596230c3490262451de866
-size 13142672
diff --git a/blog/faster-transformers/benchmark-kernels-with-without.png b/blog/faster-transformers/benchmark-kernels-with-without.png
deleted file mode 100644
index 545160811855e0d2a38fa19b4fd832f54c252b76..0000000000000000000000000000000000000000
--- a/blog/faster-transformers/benchmark-kernels-with-without.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:28d2ee42e92077f2be37376ec91f294de3a458db48f23362bcbbe2cd0454eea7
-size 54649
diff --git a/blog/faster-transformers/benchmark-mxfp4.png b/blog/faster-transformers/benchmark-mxfp4.png
deleted file mode 100644
index fae48abbec2c1078f39071ae763adf1f97d68fc4..0000000000000000000000000000000000000000
--- a/blog/faster-transformers/benchmark-mxfp4.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d2c03c00caba40f1430b609617d201774d447944700f6c1541bbc8a03e55029e
-size 53967
diff --git a/blog/faster-transformers/dynamic-batching.png b/blog/faster-transformers/dynamic-batching.png
deleted file mode 100644
index bd264e3fd0620d818d2e44d7a671301e85e74bcd..0000000000000000000000000000000000000000
--- a/blog/faster-transformers/dynamic-batching.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b5657343cda48f8c3dd13d6a1cac9dc187f8053e2b85bd1bb180a48c32e682a7
-size 46396
diff --git a/blog/faster-transformers/dynamic-cache.png b/blog/faster-transformers/dynamic-cache.png
deleted file mode 100644
index 8841fdf12e637e2b139d92dcf14619f81e4721fc..0000000000000000000000000000000000000000
--- a/blog/faster-transformers/dynamic-cache.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ff83d19237cb8b963c4e1f913160418d7ef0d3512bc37fe6db54843fbdc1b714
-size 131037
diff --git a/blog/faster-transformers/mxfp4.png b/blog/faster-transformers/mxfp4.png
deleted file mode 100644
index ebdcd06ac48d2ed334b08384dadd2042eb91ffb4..0000000000000000000000000000000000000000
--- a/blog/faster-transformers/mxfp4.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:5f5a20f2990e660cafc68cb77485921769f8a55ff94c24f207307e667a8b495c
-size 47406
diff --git a/blog/faster-transformers/prefill-tokens.png b/blog/faster-transformers/prefill-tokens.png
deleted file mode 100644
index b7be59425fe2cf922bd61e241f7abe49d44f1a6f..0000000000000000000000000000000000000000
--- a/blog/faster-transformers/prefill-tokens.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:62488d24065e58c6f269b34051e9c139d4f95ddf4f8c06e83b95c7f9856c479f
-size 60814
diff --git a/blog/faster-transformers/quantization.png b/blog/faster-transformers/quantization.png
deleted file mode 100644
index 5eb9d258912c6964770492707c7e4ff291508f4f..0000000000000000000000000000000000000000
--- a/blog/faster-transformers/quantization.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:35a4e8042f6248013c2aea37414edffce0baedee3962c5cd6ed667040c545a30
-size 20641
diff --git a/blog/faster-transformers/static-batching.png b/blog/faster-transformers/static-batching.png
deleted file mode 100644
index 9f55dd95acd0881747170cccbb67d3e3e84d2adc..0000000000000000000000000000000000000000
--- a/blog/faster-transformers/static-batching.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b27e333c14ad5e63c1576c9e2a20599041723725d5980824546bba0a130d79c0
-size 39885
diff --git a/blog/gpt-oss/partners/azure-model-card.png b/blog/gpt-oss/partners/azure-model-card.png
deleted file mode 100644
index d597c389c6796ee3c6a28619b47ad32b3ac46923..0000000000000000000000000000000000000000
--- a/blog/gpt-oss/partners/azure-model-card.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:fda3ec7644144aca5e61ae295798dfd6a1c3d314894b7af636786f939df4f034
-size 229386
diff --git a/blog/gpt-oss/partners/deh-model-card.png b/blog/gpt-oss/partners/deh-model-card.png
deleted file mode 100644
index 54b21f61491144f26ea9303b55775db61419bdc5..0000000000000000000000000000000000000000
--- a/blog/gpt-oss/partners/deh-model-card.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:90a69ed71be1b58857445c651660e7943b5f6ed20e88a103eff8eaad2fc7d597
-size 176672
diff --git a/blog/gpt-oss/partners/readme.txt b/blog/gpt-oss/partners/readme.txt
deleted file mode 100644
index b6fc4c620b67d95f953a5c1c1230aaab5db5a1b0..0000000000000000000000000000000000000000
--- a/blog/gpt-oss/partners/readme.txt
+++ /dev/null
@@ -1 +0,0 @@
-hello
\ No newline at end of file
diff --git a/blog/openai/gpt-oss-evals.png b/blog/openai/gpt-oss-evals.png
deleted file mode 100644
index e4193232c586bbb742a835b3f2fbe8609f8ea393..0000000000000000000000000000000000000000
--- a/blog/openai/gpt-oss-evals.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:27ef1dea575d0b8ac1dce3a80ae64bc7d3fa9f7cd0310beae601c578380fd844
-size 25439
diff --git a/claude-images-mcp/adding-mcp-space.mp4 b/claude-images-mcp/adding-mcp-space.mp4
deleted file mode 100644
index 25b49abc7b69690032e8e088ab98ce8f9125a5bd..0000000000000000000000000000000000000000
--- a/claude-images-mcp/adding-mcp-space.mp4
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1fb7cda6ffa2283fec09bf548b85cf05a457323bbe7ab60740a3adc269f60b5f
-size 487529
diff --git a/claude-images-mcp/bfl_krea_image.avif b/claude-images-mcp/bfl_krea_image.avif
deleted file mode 100644
index 8ad2602f215bc72850e3604ee11c75c7f473d10b..0000000000000000000000000000000000000000
--- a/claude-images-mcp/bfl_krea_image.avif
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a919143e0b0fdfd710bea6c4260cb695e923b279e90da46d1355fde53bfb5bec
-size 348792
diff --git a/claude-images-mcp/bfl_krea_image_wide.avif b/claude-images-mcp/bfl_krea_image_wide.avif
deleted file mode 100644
index 2077277173538148ad02aa322e448c107a522bf4..0000000000000000000000000000000000000000
Binary files a/claude-images-mcp/bfl_krea_image_wide.avif and /dev/null differ
diff --git a/claude-images-mcp/claude-auth-flow.mp4 b/claude-images-mcp/claude-auth-flow.mp4
deleted file mode 100644
index da3ced7db70d9b732900bbc86f53a4bbf9b9a2cb..0000000000000000000000000000000000000000
--- a/claude-images-mcp/claude-auth-flow.mp4
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c3f680c125f00fdb0882f278bbce7847a7ea620be3e4ff16bf4b5aed634290d6
-size 1268836
diff --git a/claude-images-mcp/folder.txt b/claude-images-mcp/folder.txt
deleted file mode 100644
index 01196353b62db727e6543e0ad042eeeff35365bd..0000000000000000000000000000000000000000
--- a/claude-images-mcp/folder.txt
+++ /dev/null
@@ -1 +0,0 @@
-folder
\ No newline at end of file
diff --git a/claude-images-mcp/krea_hf_example.webp b/claude-images-mcp/krea_hf_example.webp
deleted file mode 100644
index 2e1c598af68318b4afcc2e96fdc8f44283d26a11..0000000000000000000000000000000000000000
--- a/claude-images-mcp/krea_hf_example.webp
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7ff9199bacc40788adf97f146f519d5c313bff47cb60c97fa103d8a17d8d9274
-size 84196
diff --git a/claude-images-mcp/qwen_image_prompt.mp4 b/claude-images-mcp/qwen_image_prompt.mp4
deleted file mode 100644
index 8bc7484a30b038e01d788aee6d6be2918faa8fff..0000000000000000000000000000000000000000
--- a/claude-images-mcp/qwen_image_prompt.mp4
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7902eac8cb3902392434f4b91fe368e25e2a65c99f4d93af32f5091dc5fb2e6b
-size 881122
diff --git a/claude-images-mcp/qwen_sample.jpg b/claude-images-mcp/qwen_sample.jpg
deleted file mode 100644
index 2e0e4bd13f41e1cef52f6c027c1e1e94828872ff..0000000000000000000000000000000000000000
--- a/claude-images-mcp/qwen_sample.jpg
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:17a0cc2fe8b6cdfcc1d4846512052e7ba6e9a778967061b72ddb41816dea287e
-size 588986
diff --git a/diffusers/better-prompt.png b/diffusers/better-prompt.png
deleted file mode 100644
index f907fe2a1910775254d0a10811bc86ae0b488def..0000000000000000000000000000000000000000
--- a/diffusers/better-prompt.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:50a121ce5b3ec52529c4a2a32c3a98553af2abd06d33536b17b8998c4b85a94d
-size 1246859
diff --git a/diffusers/ok-prompt.png b/diffusers/ok-prompt.png
deleted file mode 100644
index 69e5126099a6762a210bf19881548bd78b52d867..0000000000000000000000000000000000000000
--- a/diffusers/ok-prompt.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:bc33c2314a687fdaea440c7e7fe574883842b85eed662d2aef228de697f04701
-size 1184994
diff --git a/diffusers/quicktour-diffusion-pipeline-lora.png b/diffusers/quicktour-diffusion-pipeline-lora.png
deleted file mode 100644
index 909ea0fdb48a02c709292dbb6a1474a3eb618368..0000000000000000000000000000000000000000
--- a/diffusers/quicktour-diffusion-pipeline-lora.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:626fc9e70eabbd01a5eca12c70087ceda718bfb64af1a552d8a4c14f88eff7e3
-size 1674425
diff --git a/diffusers/quicktour-diffusion-pipeline-video.gif b/diffusers/quicktour-diffusion-pipeline-video.gif
deleted file mode 100644
index 3940fcf694499ad1b0605ae2f7fdbf28bccc3549..0000000000000000000000000000000000000000
--- a/diffusers/quicktour-diffusion-pipeline-video.gif
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:cbe30ed8637fb0cc272060665df0a76ddcce6715b6fc09ea9d7acd846d0f74d6
-size 6315885
diff --git a/diffusers/quicktour-diffusion-pipeline-video.mp4 b/diffusers/quicktour-diffusion-pipeline-video.mp4
deleted file mode 100644
index 1d0a3e8b5b5eebbd5fe12d50d556bab3bcda8ab2..0000000000000000000000000000000000000000
--- a/diffusers/quicktour-diffusion-pipeline-video.mp4
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8c45b14a6dbb1c950b4200ed99d0bfd8fb4756c1926de534745dd9f0558e1d10
-size 489801
diff --git a/diffusers/quicktour-diffusion-pipeline.png b/diffusers/quicktour-diffusion-pipeline.png
deleted file mode 100644
index 7fa07e8055158763ad0708dc01114fcdd893ce80..0000000000000000000000000000000000000000
--- a/diffusers/quicktour-diffusion-pipeline.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:0a23804a7342846050b7de809903692d5799809f67b94e4812880d7a072642c0
-size 1518946
diff --git a/evaluate-docs/evaluate-on-hub-banner.png b/evaluate-docs/evaluate-on-hub-banner.png
deleted file mode 100644
index e450ead1c0711a69df34ff882556d39e683b3799..0000000000000000000000000000000000000000
--- a/evaluate-docs/evaluate-on-hub-banner.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b4feca28e2c19d7fabfb36f806ff265fc1589f296b7c08ccc58c2ea410b6fccc
-size 663950
diff --git a/evaluate-docs/qwen-model-card.png b/evaluate-docs/qwen-model-card.png
deleted file mode 100644
index 2888a34a1dedb3601caf37ed4d7c5f7920de1030..0000000000000000000000000000000000000000
--- a/evaluate-docs/qwen-model-card.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:40fa64ac21a1d41e99d1e77e1340b0388a131709279b93fc70c1247bfb93d21d
-size 288299
diff --git a/filbench/filbench-finding-1.png b/filbench/filbench-finding-1.png
deleted file mode 100644
index cce06712218e08f2e0811166b216470f98f85c6a..0000000000000000000000000000000000000000
--- a/filbench/filbench-finding-1.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:706ea8b1664fc9ebf4e7dcacc60f02e62f4158607bd5517a42445c194f7568f9
-size 76759
diff --git a/filbench/filbench-finding-2.png b/filbench/filbench-finding-2.png
deleted file mode 100644
index 635ca53b16d02a1a194937994f1a7ad5ad1d49cc..0000000000000000000000000000000000000000
--- a/filbench/filbench-finding-2.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2595876a07ccc026311e7a89523a121bce6d7ed02715931de53c0243f5531848
-size 67735
diff --git a/filbench/filbench-finding-3.png b/filbench/filbench-finding-3.png
deleted file mode 100644
index f122c290d451048c9e713c2c1e0a2dbf8b724f0a..0000000000000000000000000000000000000000
--- a/filbench/filbench-finding-3.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b64d4536ddaf5ca37453753386616f230b2e27aeb1ca0cdf3d6bb7f2c6ad3d56
-size 52465
diff --git a/filbench/filbench-intro.png b/filbench/filbench-intro.png
deleted file mode 100644
index 11d5e3b754dfc3eafe480595ee2d1e0d0c59e5eb..0000000000000000000000000000000000000000
--- a/filbench/filbench-intro.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:55effd2825ccf60d94a7bba12858ee8d1cdc074d13162f60c83ec8cee5c36c7d
-size 320919
diff --git a/filbench/filbench-main.png b/filbench/filbench-main.png
deleted file mode 100644
index 6bcd91d2da7d441d4e60a36d16627c895efa2152..0000000000000000000000000000000000000000
--- a/filbench/filbench-main.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:20da9c58702d0c9268d2587aac484cb983b8319f2e7f3cc9e43637f8854782d9
-size 66895
diff --git a/hub/atlas-dataset-library-screenshot.png b/hub/atlas-dataset-library-screenshot.png
deleted file mode 100644
index 3d40c717c2d1be77dfa0a079a8c01f1d33371e0a..0000000000000000000000000000000000000000
--- a/hub/atlas-dataset-library-screenshot.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8465b11e75aa1aeba28be5274ec02a95b6eaa286668b6111368c367c5c325d11
-size 2021869
diff --git a/hub/daft_hf.png b/hub/daft_hf.png
deleted file mode 100644
index fc8c291826466d58306b50248cc32aabb46a68ce..0000000000000000000000000000000000000000
--- a/hub/daft_hf.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:ff19cf573485dcdb770680f4b5caf4f16b9cd97ffb4c20f74d1d49819ae6f76c
-size 269063
diff --git a/hub/sso/scim-okta-mappings-dark.png b/hub/sso/scim-okta-mappings-dark.png
deleted file mode 100644
index cfe00e7a06f2222c9e457247cc3d3d41507ab6ee..0000000000000000000000000000000000000000
--- a/hub/sso/scim-okta-mappings-dark.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:4328566e52336587ecdc9d084cb8d923180c0a3eea89a869ee244600f584eead
-size 132243
diff --git a/hub/sso/scim-okta-mappings.png b/hub/sso/scim-okta-mappings.png
deleted file mode 100644
index 59ac2372bc86bb5533660b062b9c2c0d1e13c149..0000000000000000000000000000000000000000
--- a/hub/sso/scim-okta-mappings.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:30b3c796b57f09f4949168cc1f98df5fdc6e66a7c61e9235349cc9e995081c33
-size 142003
diff --git a/hub/sso/sso-google-oidc-create-dark.png b/hub/sso/sso-google-oidc-create-dark.png
deleted file mode 100644
index d4cda48881327f00a98c6deb3ec13e272dbffa5c..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-oidc-create-dark.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:aa07145743421caaefa9048b93d6a1a07c30599942fdffc9d16563085460d23c
-size 248591
diff --git a/hub/sso/sso-google-oidc-create.png b/hub/sso/sso-google-oidc-create.png
deleted file mode 100644
index 76622fa6f21d87051ca97722ee81add917487cdf..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-oidc-create.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:adb2738627d06e6ac488f4a97ed0647bf7dbcb14de6329d2ee680b28def5c4b9
-size 237734
diff --git a/hub/sso/sso-google-oidc-hf-details-dark.png b/hub/sso/sso-google-oidc-hf-details-dark.png
deleted file mode 100644
index fcaa18ac77a335d6e4415a9fac190b4f6700a838..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-oidc-hf-details-dark.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:544951761ef309700fa42646b6c8ae2020739f44eb2f65075ee31f5e32646775
-size 258443
diff --git a/hub/sso/sso-google-oidc-hf-details.png b/hub/sso/sso-google-oidc-hf-details.png
deleted file mode 100644
index 26a7bef42232829db736845ba29bbf8f3aa910dd..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-oidc-hf-details.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:060ced921efa4a7fd43b57c38db80c7a4da362cac761700ca43c5ea1af437cc3
-size 232926
diff --git a/hub/sso/sso-google-saml-app-details-dark.png b/hub/sso/sso-google-saml-app-details-dark.png
deleted file mode 100644
index e4f0943baaf726389bb286647e59a4d45df5dae2..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-saml-app-details-dark.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:405a04f087b6567b7a82310e07cd65e11e6ce78022368b3f895eb4e92ee9392b
-size 32228
diff --git a/hub/sso/sso-google-saml-app-details.png b/hub/sso/sso-google-saml-app-details.png
deleted file mode 100644
index 20b387544f64609ce7c3c27ea4c5f4f2be180a58..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-saml-app-details.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e1d8b258b40f7f4df3954b045be59779b38245f8bd48122ab2776c55c39e2d57
-size 32082
diff --git a/hub/sso/sso-google-saml-attribute-mapping-dark.png b/hub/sso/sso-google-saml-attribute-mapping-dark.png
deleted file mode 100644
index 5db0038e0aa1758dea1adc65da3834afbe3ead74..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-saml-attribute-mapping-dark.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1b08931e182559beb1cb38b6b6425289154d4b13598b9e13329c392481aafbd1
-size 37346
diff --git a/hub/sso/sso-google-saml-attribute-mapping.png b/hub/sso/sso-google-saml-attribute-mapping.png
deleted file mode 100644
index 418f2fe53330f884a304766eab602ebf5450f809..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-saml-attribute-mapping.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:772672474f29c56f1bcb7f84688bcfaa84d54494d48b1a7de600d05901b4de23
-size 39684
diff --git a/hub/sso/sso-google-saml-idp-details-dark.png b/hub/sso/sso-google-saml-idp-details-dark.png
deleted file mode 100644
index 56f79cbdd6a6c2a2511de10428c0f389803c8a6e..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-saml-idp-details-dark.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c9ead81b262f3d23172fe874b2cfdcf0e00af0cea2827a68e20ca639b1effdfd
-size 82364
diff --git a/hub/sso/sso-google-saml-idp-details.png b/hub/sso/sso-google-saml-idp-details.png
deleted file mode 100644
index 5f3e74dc197d80af5a97d1e7b3bef092bfb504d7..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-saml-idp-details.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d30a5cbaa4ddadb48f7df47e1949648fd5ebe17e733369e0770d44e07b96f980
-size 86350
diff --git a/hub/sso/sso-google-saml-sp-details-dark.png b/hub/sso/sso-google-saml-sp-details-dark.png
deleted file mode 100644
index a5f5a2c56e0cc718eb7778c49051e982983bae8f..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-saml-sp-details-dark.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f3a66a1c2126ffdf82179f694e4a0ac85f0002465550f9053c732cdff42191e7
-size 45293
diff --git a/hub/sso/sso-google-saml-sp-details.png b/hub/sso/sso-google-saml-sp-details.png
deleted file mode 100644
index 519a440106d65a0d0cb0deee5499757167641a2a..0000000000000000000000000000000000000000
--- a/hub/sso/sso-google-saml-sp-details.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:93e41756864f0b6296d150930e4123c58f3ed2a3e993b16eeb1b28ac255322d0
-size 46753
diff --git a/inference-providers-guides/gpt-oss-thumbnail-light.png b/inference-providers-guides/gpt-oss-thumbnail-light.png
deleted file mode 100644
index 11234a1d97318a77082195088cf199a3c6fbb7db..0000000000000000000000000000000000000000
--- a/inference-providers-guides/gpt-oss-thumbnail-light.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:aaad142bbf61e50d8024eb6b55222fed7037a29988bd18098b8d9a8c0f0a1d30
-size 1347865
diff --git a/jupyter-agent-2/jupyter-agent-dataset-pipeline.png b/jupyter-agent-2/jupyter-agent-dataset-pipeline.png
deleted file mode 100644
index 8bbe260e5bf4565efbb9e4c8451394be5bdb9003..0000000000000000000000000000000000000000
--- a/jupyter-agent-2/jupyter-agent-dataset-pipeline.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d51c889cdbd8c067f11a10f593a63a088147d8d4445ae58defb9fa521f1699bc
-size 365639
diff --git a/jupyter-agent-2/training_dabstep_easy.png b/jupyter-agent-2/training_dabstep_easy.png
deleted file mode 100644
index 3fc98f77f1e3b8b179ab68ba1e13c6d284b77f66..0000000000000000000000000000000000000000
--- a/jupyter-agent-2/training_dabstep_easy.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:14308cf06336070cff24db381fd092800464eec0a643185c91c28a65954b2fb7
-size 157926
diff --git a/jupyter-agent-2/training_dabstep_hard.png b/jupyter-agent-2/training_dabstep_hard.png
deleted file mode 100644
index 9054394c1952729020e56dc02428c7770382b367..0000000000000000000000000000000000000000
--- a/jupyter-agent-2/training_dabstep_hard.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:f5df24e61504ef1ba303268acb1c3f5c16c8ae0fe5bc0128612d46e6f5cbb0f6
-size 139644
diff --git a/local-apps/button.png b/local-apps/button.png
deleted file mode 100644
index 44adbe73766e447e0e9c699e95d042450edd0566..0000000000000000000000000000000000000000
--- a/local-apps/button.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:53a4058e5394b10ffd54a83bb62532a20c32df7c865199a2634c3749112590f8
-size 231974
diff --git a/local-apps/command.png b/local-apps/command.png
deleted file mode 100644
index d757806e817566f0fd79e53dfcc25cc17aa008ce..0000000000000000000000000000000000000000
--- a/local-apps/command.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:50ed7517ddf4a8a0e8669b33a584690004a2877d5f26375ecd34b75654808fda
-size 133862
diff --git a/local-apps/search_llamacpp.png b/local-apps/search_llamacpp.png
deleted file mode 100644
index df231da6962894f63d5f2fbc8ec2036219a94d6a..0000000000000000000000000000000000000000
--- a/local-apps/search_llamacpp.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:8ccd7b6726dc75fbefb62b40636a79dc2ad6e4abd6efd6705afa7652ac90c3c8
-size 255991
diff --git a/local-apps/settings.png b/local-apps/settings.png
deleted file mode 100644
index 32345b55485624750d1f9f7fa1763b7d1d2d993e..0000000000000000000000000000000000000000
--- a/local-apps/settings.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:2a0898dd6e9f47342a8d9bc5f6cda197d3f205256d945730d0315ab3ceb21dd9
-size 135145
diff --git a/matched_bees.png b/matched_bees.png
deleted file mode 100644
index d30ff29fad67b6e88e5162f561b4247b4dc77025..0000000000000000000000000000000000000000
--- a/matched_bees.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:685b8ebbd25de35487542bd8e94df60abf911c228bd45728af718b071a51be23
-size 29060211
diff --git a/microsoft-azure/one-click-deployment-azure-ai.mp4 b/microsoft-azure/one-click-deployment-azure-ai.mp4
deleted file mode 100644
index f2ce8e81f1cd7660cdd5a664b190537fa5e27a0f..0000000000000000000000000000000000000000
--- a/microsoft-azure/one-click-deployment-azure-ai.mp4
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c65e0bf437b26dd316a50ddf18c34797f3d32dbd304f99586c8a1c3582040dc3
-size 8555127
diff --git a/microsoft-azure/one-click-deployment-azure-ml.mp4 b/microsoft-azure/one-click-deployment-azure-ml.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..863d901700fda2a9e626b82d9daca8dd82ce266f
--- /dev/null
+++ b/microsoft-azure/one-click-deployment-azure-ml.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dac60284c4277a7c79237f62e0c9eaf5d87632e340e74703e7f5243e318e9cd5
+size 12568410
diff --git a/microsoft-azure/request-to-add.png b/microsoft-azure/request-to-add.png
index da37c86e5530ccdee2fe4eee106bff2d1b66d3dd..f790331af1df05c1af5bc6fa0841e34e5fcdf778 100644
--- a/microsoft-azure/request-to-add.png
+++ b/microsoft-azure/request-to-add.png
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5ef42061ef5cf74b991b1a9340275f7f5f204596ec60b3ad9a2b1066aa543165
-size 85739
+oid sha256:bc70553a9ec36e2980cc6f202b18d802d98906f7ab6905a43c7299e75cb89465
+size 69097
diff --git a/safetensors/logo.png b/safetensors/logo.png
deleted file mode 100644
index 2c88174cfe6eaefbdb645f0e22c8fef21758a4f8..0000000000000000000000000000000000000000
--- a/safetensors/logo.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:12908ffc5ec6d3eb444a89b5b92eabca1ce0f72ac3661f7e0da5bd761b758759
-size 5631
diff --git a/smolvlm_table.png b/smolvlm_table.png
deleted file mode 100644
index 43c6b34c02fd126fc0e2b43552da48b128c40c8f..0000000000000000000000000000000000000000
--- a/smolvlm_table.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7a34c9d75e7d53dba0e037220abf16dcc090c2ef127a522b9e60c93a1c51d32c
-size 343502
diff --git a/textquests/textquests_dynamic_thinking.png b/textquests/textquests_dynamic_thinking.png
deleted file mode 100644
index 430b4d9c5e5ceaa8f30beaefc02947a36e19b202..0000000000000000000000000000000000000000
--- a/textquests/textquests_dynamic_thinking.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d10ebed15f9032b947e5bfd9bb572898433f990d61de6ef16317ded3168637ac
-size 159093
diff --git a/textquests/textquests_examples.png b/textquests/textquests_examples.png
deleted file mode 100644
index a876cc67e5225b4a9036e4241eac65705cf30ce9..0000000000000000000000000000000000000000
--- a/textquests/textquests_examples.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9a4e01c1064729c5461ced6c1cb0174192ab3a547ffdc45b8ee1dc9b1670ff93
-size 853911
diff --git a/textquests/textquests_fail.png b/textquests/textquests_fail.png
deleted file mode 100644
index 4b342441969655ec9d8b96883d1d07f6313a70b6..0000000000000000000000000000000000000000
--- a/textquests/textquests_fail.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:75f433d6fef5a86f445e8f2fb463a72d64eb0ea2ebe7a6bd296b5d5020423c6b
-size 915558
diff --git a/textquests/textquests_logo.png b/textquests/textquests_logo.png
deleted file mode 100644
index fad802992ac526dcd5fb2d71f4fbcd2401dadf7a..0000000000000000000000000000000000000000
--- a/textquests/textquests_logo.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:b186c3538c93970880b539e6d2d93e8696e3b8b18d79e234e2ae4044db9c54cf
-size 5409
diff --git a/textquests/textquests_results.png b/textquests/textquests_results.png
deleted file mode 100644
index 09741d69f605a2c65d600317d6f2605189a60519..0000000000000000000000000000000000000000
--- a/textquests/textquests_results.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:e620690353a290203722dbc36c2450ed90e334797140aff124dbe0f4f6264ef0
-size 497383
diff --git a/transformers/model_doc/MobileViT.png b/transformers/model_doc/MobileViT.png
deleted file mode 100644
index b962c5f1cde86c6249dde4ccea16bf33510e20c4..0000000000000000000000000000000000000000
--- a/transformers/model_doc/MobileViT.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:9bf25b4abe5c8d87e2bcea896ea6f9b217396726592e88326fa0b49cf2441cc2
-size 292394
diff --git a/transformers/model_doc/NLLB-Attn-Mask.png b/transformers/model_doc/NLLB-Attn-Mask.png
deleted file mode 100644
index 2bf14b8389fc80972588c251edf445a192d1bc58..0000000000000000000000000000000000000000
--- a/transformers/model_doc/NLLB-Attn-Mask.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:a0c45cd2846226c4dc8946194cfa09da1b5d2ce05e97b0c45634beee64265665
-size 118813
diff --git a/transformers/model_doc/gpt_neox_japanese-attn-mask.png b/transformers/model_doc/gpt_neox_japanese-attn-mask.png
deleted file mode 100644
index 2fc98ae9e5f08d50a3cd95d2485d7474d1031db7..0000000000000000000000000000000000000000
--- a/transformers/model_doc/gpt_neox_japanese-attn-mask.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:c7cc91e85a6601a6dfa5704ce35f386651522d3084784dfaf485536983d6bd0c
-size 147103
diff --git a/transformers/model_doc/sam2_header.gif b/transformers/model_doc/sam2_header.gif
deleted file mode 100644
index 55b30fc6ae0448c4b942332155a3989a0c84b9cf..0000000000000000000000000000000000000000
--- a/transformers/model_doc/sam2_header.gif
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:7c8ebd0faaa84986b8af5be4a65ef8936bc069fb8195ed888f10f6b0f694ce38
-size 31344532
diff --git a/trl-vlm/image_1.png b/trl-vlm/image_1.png
deleted file mode 100644
index c8689a3b4ae58e65fbd98f77fdd1d71c3c0da272..0000000000000000000000000000000000000000
--- a/trl-vlm/image_1.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d6865bb3c5486ae9b7f415f37e17a18887aa76d1023d2a70d1cb33e326a06ee4
-size 1552524
diff --git a/trl-vlm/image_2.png b/trl-vlm/image_2.png
deleted file mode 100644
index ced64dd31b9cf8e66d7f7b9caea58552f8624d44..0000000000000000000000000000000000000000
--- a/trl-vlm/image_2.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:1f0b5b0cb9b4ebddfd37d3926ee51e7c86a42b4078531fe61cc7bc7fd04f5d83
-size 492582
diff --git a/vlm_math_question.png b/vlm_math_question.png
deleted file mode 100644
index 542e838b2d0387556147e30b9f185c2e0634ef3b..0000000000000000000000000000000000000000
--- a/vlm_math_question.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:539cc723740360dd90b68067cf6ea57debeebca3a09174c422fe52501136bff1
-size 549276