diff --git a/providers/chutes/models/Alibaba-NLP/Tongyi-DeepResearch-30B-A3B.toml b/providers/chutes/models/Alibaba-NLP/Tongyi-DeepResearch-30B-A3B.toml
deleted file mode 100644
index 18a36ec1..00000000
--- a/providers/chutes/models/Alibaba-NLP/Tongyi-DeepResearch-30B-A3B.toml
+++ /dev/null
@@ -1,30 +0,0 @@
-name = "Tongyi DeepResearch 30B A3B"
-family = "alibaba-nlp"
-release_date = "2025-12-29"
-last_updated = "2025-12-29"
-attachment = false
-reasoning = true
-temperature = true
-tool_call = true
-structured_output = true
-open_weights = true
-
-[cost]
-input = 0.1
-output = 0.39
-reasoning = 0.585
-cache_read = 0.0
-cache_write = 0.0
-input_audio = 0.0
-output_audio = 0.0
-
-[limit]
-context = 131072
-output = 131072
-
-[modalities]
-input = ['text']
-output = ['text']
-
-[interleaved]
-field = "reasoning_content"
diff --git a/providers/chutes/models/ArliAI/QwQ-32B-ArliAI-RpR-v1.toml b/providers/chutes/models/ArliAI/QwQ-32B-ArliAI-RpR-v1.toml
deleted file mode 100644
index e901d0a6..00000000
--- a/providers/chutes/models/ArliAI/QwQ-32B-ArliAI-RpR-v1.toml
+++ /dev/null
@@ -1,30 +0,0 @@
-name = "QwQ 32B ArliAI RpR v1"
-family = "arliai"
-release_date = "2025-12-29"
-last_updated = "2025-12-29"
-attachment = false
-reasoning = true
-temperature = true
-tool_call = false
-structured_output = true
-open_weights = true
-
-[cost]
-input = 0.03
-output = 0.11
-reasoning = 0.165
-cache_read = 0.0
-cache_write = 0.0
-input_audio = 0.0
-output_audio = 0.0
-
-[limit]
-context = 32768
-output = 32768
-
-[modalities]
-input = ['text']
-output = ['text']
-
-[interleaved]
-field = "reasoning_content"
diff --git a/providers/chutes/models/MiniMaxAI/MiniMax-M2.1-TEE.toml b/providers/chutes/models/MiniMaxAI/MiniMax-M2.1-TEE.toml
index 04f55fed..a3bd6934 100644
--- a/providers/chutes/models/MiniMaxAI/MiniMax-M2.1-TEE.toml
+++ b/providers/chutes/models/MiniMaxAI/MiniMax-M2.1-TEE.toml
@@ -12,7 +12,7 @@ open_weights = true
 [cost]
 input = 0.3
 output = 1.2
-reasoning = 1.7999999999999998
+reasoning = 1.8
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/MiniMaxAI/MiniMax-M2.toml b/providers/chutes/models/MiniMaxAI/MiniMax-M2.toml
deleted file mode 100644
index 8bc40db8..00000000
--- a/providers/chutes/models/MiniMaxAI/MiniMax-M2.toml
+++ /dev/null
@@ -1,30 +0,0 @@
-name = "MiniMax M2"
-family = "minimaxai"
-release_date = "2025-12-29"
-last_updated = "2025-12-29"
-attachment = false
-reasoning = true
-temperature = true
-tool_call = true
-structured_output = true
-open_weights = true
-
-[cost]
-input = 0.26
-output = 1.02
-reasoning = 1.53
-cache_read = 0.0
-cache_write = 0.0
-input_audio = 0.0
-output_audio = 0.0
-
-[limit]
-context = 196608
-output = 196608
-
-[modalities]
-input = ['text']
-output = ['text']
-
-[interleaved]
-field = "reasoning_content"
diff --git a/providers/chutes/models/NousResearch/Hermes-4-14B.toml b/providers/chutes/models/NousResearch/Hermes-4-14B.toml
index 843e3abc..8ef976ab 100644
--- a/providers/chutes/models/NousResearch/Hermes-4-14B.toml
+++ b/providers/chutes/models/NousResearch/Hermes-4-14B.toml
@@ -12,7 +12,7 @@ open_weights = true
 [cost]
 input = 0.01
 output = 0.05
-reasoning = 0.07500000000000001
+reasoning = 0.075
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/NousResearch/Hermes-4-405B-FP8-TEE.toml b/providers/chutes/models/NousResearch/Hermes-4-405B-FP8-TEE.toml
index bc8818ba..b5ac43ba 100644
--- a/providers/chutes/models/NousResearch/Hermes-4-405B-FP8-TEE.toml
+++ b/providers/chutes/models/NousResearch/Hermes-4-405B-FP8-TEE.toml
@@ -1,26 +1,26 @@
 name = "Hermes 4 405B FP8 TEE"
 family = "nousresearch"
 release_date = "2025-12-29"
-last_updated = "2025-12-29"
+last_updated = "2025-01-06"
 attachment = false
-reasoning = false
+reasoning = true
 temperature = true
-tool_call = false
-structured_output = false
+tool_call = true
+structured_output = true
 open_weights = true
 
 [cost]
 input = 0.3
 output = 1.2
-cache_read = 0.0
-cache_write = 0.0
-input_audio = 0.0
-output_audio = 0.0
+reasoning = 1.8
 
 [limit]
-context = 40960
-output = 40960
+context = 131072
+output = 65536
 
 [modalities]
 input = ['text']
 output = ['text']
+
+[interleaved]
+field = "reasoning_content"
diff --git a/providers/chutes/models/NousResearch/Hermes-4-405B-FP8.toml b/providers/chutes/models/NousResearch/Hermes-4-405B-FP8.toml
deleted file mode 100644
index e0a5b66e..00000000
--- a/providers/chutes/models/NousResearch/Hermes-4-405B-FP8.toml
+++ /dev/null
@@ -1,30 +0,0 @@
-name = "Hermes 4 405B FP8"
-family = "nousresearch"
-release_date = "2025-12-29"
-last_updated = "2025-12-29"
-attachment = false
-reasoning = true
-temperature = true
-tool_call = true
-structured_output = true
-open_weights = true
-
-[cost]
-input = 0.3
-output = 1.2
-reasoning = 1.7999999999999998
-cache_read = 0.0
-cache_write = 0.0
-input_audio = 0.0
-output_audio = 0.0
-
-[limit]
-context = 131072
-output = 131072
-
-[modalities]
-input = ['text']
-output = ['text']
-
-[interleaved]
-field = "reasoning_content"
diff --git a/providers/chutes/models/NousResearch/Hermes-4-70B.toml b/providers/chutes/models/NousResearch/Hermes-4-70B.toml
index 3dfab2a1..73d66ad1 100644
--- a/providers/chutes/models/NousResearch/Hermes-4-70B.toml
+++ b/providers/chutes/models/NousResearch/Hermes-4-70B.toml
@@ -12,7 +12,7 @@ open_weights = true
 [cost]
 input = 0.11
 output = 0.38
-reasoning = 0.5700000000000001
+reasoning = 0.57
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/NousResearch/Hermes-4.3-36B.toml b/providers/chutes/models/NousResearch/Hermes-4.3-36B.toml
index f4cfcd40..580bc714 100644
--- a/providers/chutes/models/NousResearch/Hermes-4.3-36B.toml
+++ b/providers/chutes/models/NousResearch/Hermes-4.3-36B.toml
@@ -18,8 +18,8 @@ input_audio = 0.0
 output_audio = 0.0
 
 [limit]
-context = 40960
-output = 40960
+context = 524288
+output = 524288
 
 [modalities]
 input = ['text']
diff --git a/providers/chutes/models/OpenGVLab/InternVL3-78B.toml b/providers/chutes/models/OpenGVLab/InternVL3-78B-TEE.toml
similarity index 64%
rename from providers/chutes/models/OpenGVLab/InternVL3-78B.toml
rename to providers/chutes/models/OpenGVLab/InternVL3-78B-TEE.toml
index 4a40a9d0..78ef0952 100644
--- a/providers/chutes/models/OpenGVLab/InternVL3-78B.toml
+++ b/providers/chutes/models/OpenGVLab/InternVL3-78B-TEE.toml
@@ -1,7 +1,7 @@
-name = "InternVL3 78B"
+name = "InternVL3 78B TEE"
 family = "opengvlab"
-release_date = "2025-12-29"
-last_updated = "2025-12-29"
+release_date = "2025-01-06"
+last_updated = "2025-01-06"
 attachment = false
 reasoning = false
 temperature = true
@@ -12,10 +12,6 @@ open_weights = true
 [cost]
 input = 0.1
 output = 0.39
-cache_read = 0.0
-cache_write = 0.0
-input_audio = 0.0
-output_audio = 0.0
 
 [limit]
 context = 32768
@@ -24,3 +20,4 @@ output = 32768
 [modalities]
 input = ['text', 'image']
 output = ['text']
+
diff --git a/providers/chutes/models/Qwen/Qwen2.5-VL-72B-Instruct-TEE.toml b/providers/chutes/models/Qwen/Qwen2.5-VL-72B-Instruct-TEE.toml
index cc9f6ae7..054321af 100644
--- a/providers/chutes/models/Qwen/Qwen2.5-VL-72B-Instruct-TEE.toml
+++ b/providers/chutes/models/Qwen/Qwen2.5-VL-72B-Instruct-TEE.toml
@@ -22,5 +22,5 @@ context = 40960
 output = 40960
 
 [modalities]
-input = ['text']
+input = ['text', 'image']
 output = ['text']
diff --git a/providers/chutes/models/Qwen/Qwen2.5-VL-72B-Instruct.toml b/providers/chutes/models/Qwen/Qwen2.5-VL-72B-Instruct.toml
deleted file mode 100644
index 176c8f8e..00000000
--- a/providers/chutes/models/Qwen/Qwen2.5-VL-72B-Instruct.toml
+++ /dev/null
@@ -1,26 +0,0 @@
-name = "Qwen2.5 VL 72B Instruct"
-family = "qwen"
-release_date = "2025-12-29"
-last_updated = "2025-12-29"
-attachment = false
-reasoning = false
-temperature = true
-tool_call = false
-structured_output = true
-open_weights = true
-
-[cost]
-input = 0.07
-output = 0.26
-cache_read = 0.0
-cache_write = 0.0
-input_audio = 0.0
-output_audio = 0.0
-
-[limit]
-context = 32768
-output = 32768
-
-[modalities]
-input = ['text', 'image']
-output = ['text']
diff --git a/providers/chutes/models/Qwen/Qwen3-235B-A22B-Instruct-2507.toml b/providers/chutes/models/Qwen/Qwen3-235B-A22B-Instruct-2507.toml
deleted file mode 100644
index 24db2a7f..00000000
--- a/providers/chutes/models/Qwen/Qwen3-235B-A22B-Instruct-2507.toml
+++ /dev/null
@@ -1,26 +0,0 @@
-name = "Qwen3 235B A22B Instruct 2507"
-family = "qwen"
-release_date = "2025-12-29"
-last_updated = "2025-12-29"
-attachment = false
-reasoning = false
-temperature = true
-tool_call = true
-structured_output = true
-open_weights = true
-
-[cost]
-input = 0.08
-output = 0.55
-cache_read = 0.0
-cache_write = 0.0
-input_audio = 0.0
-output_audio = 0.0
-
-[limit]
-context = 262144
-output = 262144
-
-[modalities]
-input = ['text']
-output = ['text']
diff --git a/providers/chutes/models/Qwen/Qwen3-235B-A22B-Thinking-2507.toml b/providers/chutes/models/Qwen/Qwen3-235B-A22B-Thinking-2507.toml
index f7cdb514..73b062b7 100644
--- a/providers/chutes/models/Qwen/Qwen3-235B-A22B-Thinking-2507.toml
+++ b/providers/chutes/models/Qwen/Qwen3-235B-A22B-Thinking-2507.toml
@@ -12,7 +12,7 @@ open_weights = true
 [cost]
 input = 0.11
 output = 0.6
-reasoning = 0.8999999999999999
+reasoning = 0.9
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/Qwen/Qwen3-235B-A22B.toml b/providers/chutes/models/Qwen/Qwen3-235B-A22B.toml
index 67d0917f..94e8ce9b 100644
--- a/providers/chutes/models/Qwen/Qwen3-235B-A22B.toml
+++ b/providers/chutes/models/Qwen/Qwen3-235B-A22B.toml
@@ -12,7 +12,7 @@ open_weights = true
 [cost]
 input = 0.3
 output = 1.2
-reasoning = 1.7999999999999998
+reasoning = 1.8
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/Qwen/Qwen3-VL-235B-A22B-Thinking.toml b/providers/chutes/models/Qwen/Qwen3-VL-235B-A22B-Thinking.toml
deleted file mode 100644
index f1452564..00000000
--- a/providers/chutes/models/Qwen/Qwen3-VL-235B-A22B-Thinking.toml
+++ /dev/null
@@ -1,30 +0,0 @@
-name = "Qwen3 VL 235B A22B Thinking"
-family = "qwen"
-release_date = "2025-12-29"
-last_updated = "2025-12-29"
-attachment = false
-reasoning = true
-temperature = true
-tool_call = true
-structured_output = true
-open_weights = true
-
-[cost]
-input = 0.3
-output = 1.2
-reasoning = 1.7999999999999998
-cache_read = 0.0
-cache_write = 0.0
-input_audio = 0.0
-output_audio = 0.0
-
-[limit]
-context = 262144
-output = 262144
-
-[modalities]
-input = ['text', 'image']
-output = ['text']
-
-[interleaved]
-field = "reasoning_content"
diff --git a/providers/chutes/models/Qwen/Qwen3Guard-Gen-0.6B.toml b/providers/chutes/models/Qwen/Qwen3Guard-Gen-0.6B.toml
index c6e379d2..dc304893 100644
--- a/providers/chutes/models/Qwen/Qwen3Guard-Gen-0.6B.toml
+++ b/providers/chutes/models/Qwen/Qwen3Guard-Gen-0.6B.toml
@@ -18,8 +18,8 @@ input_audio = 0.0
 output_audio = 0.0
 
 [limit]
-context = 40960
-output = 40960
+context = 32768
+output = 32768
 
 [modalities]
 input = ['text']
diff --git a/providers/chutes/models/XiaomiMiMo/MiMo-V2-Flash.toml b/providers/chutes/models/XiaomiMiMo/MiMo-V2-Flash.toml
index b09c1e55..00ebb09e 100644
--- a/providers/chutes/models/XiaomiMiMo/MiMo-V2-Flash.toml
+++ b/providers/chutes/models/XiaomiMiMo/MiMo-V2-Flash.toml
@@ -18,8 +18,8 @@ input_audio = 0.0
 output_audio = 0.0
 
 [limit]
-context = 40960
-output = 40960
+context = 262144
+output = 262144
 
 [modalities]
 input = ['text']
diff --git a/providers/chutes/models/deepseek-ai/DeepSeek-R1-0528-TEE.toml b/providers/chutes/models/deepseek-ai/DeepSeek-R1-0528-TEE.toml
index dda96eb9..40755b82 100644
--- a/providers/chutes/models/deepseek-ai/DeepSeek-R1-0528-TEE.toml
+++ b/providers/chutes/models/deepseek-ai/DeepSeek-R1-0528-TEE.toml
@@ -20,7 +20,7 @@ output_audio = 0.0
 
 [limit]
 context = 163840
-output = 163840
+output = 65536
 
 [modalities]
 input = ['text']
diff --git a/providers/chutes/models/deepseek-ai/DeepSeek-R1-TEE.toml b/providers/chutes/models/deepseek-ai/DeepSeek-R1-TEE.toml
index 7757d279..af3963c2 100644
--- a/providers/chutes/models/deepseek-ai/DeepSeek-R1-TEE.toml
+++ b/providers/chutes/models/deepseek-ai/DeepSeek-R1-TEE.toml
@@ -12,7 +12,7 @@ open_weights = true
 [cost]
 input = 0.3
 output = 1.2
-reasoning = 1.7999999999999998
+reasoning = 1.8
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/deepseek-ai/DeepSeek-V3-0324-TEE.toml b/providers/chutes/models/deepseek-ai/DeepSeek-V3-0324-TEE.toml
index c4bb2c23..537c1723 100644
--- a/providers/chutes/models/deepseek-ai/DeepSeek-V3-0324-TEE.toml
+++ b/providers/chutes/models/deepseek-ai/DeepSeek-V3-0324-TEE.toml
@@ -10,8 +10,8 @@ structured_output = true
 open_weights = true
 
 [cost]
-input = 0.24
-output = 0.84
+input = 0.19
+output = 0.87
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/deepseek-ai/DeepSeek-V3.1-TEE.toml b/providers/chutes/models/deepseek-ai/DeepSeek-V3.1-TEE.toml
index d9ce2db4..1b026fe2 100644
--- a/providers/chutes/models/deepseek-ai/DeepSeek-V3.1-TEE.toml
+++ b/providers/chutes/models/deepseek-ai/DeepSeek-V3.1-TEE.toml
@@ -12,7 +12,7 @@ open_weights = true
 [cost]
 input = 0.2
 output = 0.8
-reasoning = 1.2000000000000002
+reasoning = 1.2
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/deepseek-ai/DeepSeek-V3.2-TEE.toml b/providers/chutes/models/deepseek-ai/DeepSeek-V3.2-TEE.toml
index 9d66c45d..159b5d35 100644
--- a/providers/chutes/models/deepseek-ai/DeepSeek-V3.2-TEE.toml
+++ b/providers/chutes/models/deepseek-ai/DeepSeek-V3.2-TEE.toml
@@ -10,9 +10,9 @@ structured_output = true
 open_weights = true
 
 [cost]
-input = 0.27
-output = 0.41
-reasoning = 0.615
+input = 0.25
+output = 0.38
+reasoning = 0.57
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
@@ -20,7 +20,7 @@ output_audio = 0.0
 
 [limit]
 context = 163840
-output = 16384
+output = 65536
 
 [modalities]
 input = ['text']
diff --git a/providers/chutes/models/openai/gpt-oss-120b-TEE.toml b/providers/chutes/models/openai/gpt-oss-120b-TEE.toml
index 9b900a4f..c3931143 100644
--- a/providers/chutes/models/openai/gpt-oss-120b-TEE.toml
+++ b/providers/chutes/models/openai/gpt-oss-120b-TEE.toml
@@ -11,8 +11,8 @@ open_weights = true
 
 [cost]
 input = 0.04
-output = 0.25
-reasoning = 0.375
+output = 0.18
+reasoning = 0.27
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/openai/gpt-oss-20b.toml b/providers/chutes/models/openai/gpt-oss-20b.toml
index 905e04d4..401649bd 100644
--- a/providers/chutes/models/openai/gpt-oss-20b.toml
+++ b/providers/chutes/models/openai/gpt-oss-20b.toml
@@ -12,7 +12,7 @@ open_weights = true
 [cost]
 input = 0.02
 output = 0.1
-reasoning = 0.15000000000000002
+reasoning = 0.15
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/tngtech/DeepSeek-R1T-Chimera.toml b/providers/chutes/models/tngtech/DeepSeek-R1T-Chimera.toml
index 4f69df1e..bf6d0103 100644
--- a/providers/chutes/models/tngtech/DeepSeek-R1T-Chimera.toml
+++ b/providers/chutes/models/tngtech/DeepSeek-R1T-Chimera.toml
@@ -12,7 +12,7 @@ open_weights = true
 [cost]
 input = 0.3
 output = 1.2
-reasoning = 1.7999999999999998
+reasoning = 1.8
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/deepseek-ai/DeepSeek-V3.1.toml b/providers/chutes/models/tngtech/DeepSeek-TNG-R1T2-Chimera-TEE.toml
similarity index 52%
rename from providers/chutes/models/deepseek-ai/DeepSeek-V3.1.toml
rename to providers/chutes/models/tngtech/DeepSeek-TNG-R1T2-Chimera-TEE.toml
index 78122acc..9368d301 100644
--- a/providers/chutes/models/deepseek-ai/DeepSeek-V3.1.toml
+++ b/providers/chutes/models/tngtech/DeepSeek-TNG-R1T2-Chimera-TEE.toml
@@ -1,7 +1,7 @@
-name = "DeepSeek V3.1"
-family = "deepseek-ai"
-release_date = "2025-12-29"
-last_updated = "2025-12-29"
+name = "DeepSeek TNG R1T2 Chimera TEE"
+family = "tngtech"
+release_date = "2025-01-06"
+last_updated = "2025-01-06"
 attachment = false
 reasoning = true
 temperature = true
@@ -10,13 +10,9 @@ structured_output = true
 open_weights = true
 
 [cost]
-input = 0.2
-output = 0.8
-reasoning = 1.2000000000000002
-cache_read = 0.0
-cache_write = 0.0
-input_audio = 0.0
-output_audio = 0.0
+input = 0.25
+output = 0.85
+reasoning = 1.275
 
 [limit]
 context = 163840
@@ -28,3 +24,4 @@ output = ['text']
 
 [interleaved]
 field = "reasoning_content"
+
diff --git a/providers/chutes/models/tngtech/DeepSeek-TNG-R1T2-Chimera.toml b/providers/chutes/models/tngtech/DeepSeek-TNG-R1T2-Chimera.toml
index 90c39839..bcedee94 100644
--- a/providers/chutes/models/tngtech/DeepSeek-TNG-R1T2-Chimera.toml
+++ b/providers/chutes/models/tngtech/DeepSeek-TNG-R1T2-Chimera.toml
@@ -10,9 +10,9 @@ structured_output = true
 open_weights = true
 
 [cost]
-input = 0.3
-output = 1.2
-reasoning = 1.7999999999999998
+input = 0.25
+output = 0.85
+reasoning = 1.275
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/tngtech/TNG-R1T-Chimera-TEE.toml b/providers/chutes/models/tngtech/TNG-R1T-Chimera-TEE.toml
index 914bd7d9..62d2fbee 100644
--- a/providers/chutes/models/tngtech/TNG-R1T-Chimera-TEE.toml
+++ b/providers/chutes/models/tngtech/TNG-R1T-Chimera-TEE.toml
@@ -10,9 +10,9 @@ structured_output = true
 open_weights = true
 
 [cost]
-input = 0.3
-output = 1.2
-reasoning = 1.7999999999999998
+input = 0.25
+output = 0.85
+reasoning = 1.275
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0
diff --git a/providers/chutes/models/zai-org/GLM-4.6-TEE.toml b/providers/chutes/models/zai-org/GLM-4.6-TEE.toml
index a7d08d9e..73a30219 100644
--- a/providers/chutes/models/zai-org/GLM-4.6-TEE.toml
+++ b/providers/chutes/models/zai-org/GLM-4.6-TEE.toml
@@ -10,9 +10,9 @@ structured_output = true
 open_weights = true
 
 [cost]
-input = 0.4
-output = 1.75
-reasoning = 2.625
+input = 0.35
+output = 1.5
+reasoning = 2.25
 cache_read = 0.0
 cache_write = 0.0
 input_audio = 0.0