diff --git a/providers/evroc/logo.svg b/providers/evroc/logo.svg
index 7597820a1..23f2af44c 100644
--- a/providers/evroc/logo.svg
+++ b/providers/evroc/logo.svg
@@ -1,3 +1,3 @@
-
\ No newline at end of file
+
diff --git a/providers/evroc/models/KBLab/kb-whisper-large.toml b/providers/evroc/models/KBLab/kb-whisper-large.toml
index f0f5d76dd..bbe18aff3 100644
--- a/providers/evroc/models/KBLab/kb-whisper-large.toml
+++ b/providers/evroc/models/KBLab/kb-whisper-large.toml
@@ -9,9 +9,9 @@ open_weights = true
[cost]
# per audio minute
-input = 0.00236
-output = 0.00236
-output_audio = 2.36
+input = 0.0023
+output = 0.0023
+output_audio = 2.3
[limit]
context = 448
diff --git a/providers/evroc/models/Qwen/Qwen3-Embedding-8B.toml b/providers/evroc/models/Qwen/Qwen3-Embedding-8B.toml
index 79695f542..33b07dbf8 100644
--- a/providers/evroc/models/Qwen/Qwen3-Embedding-8B.toml
+++ b/providers/evroc/models/Qwen/Qwen3-Embedding-8B.toml
@@ -8,8 +8,8 @@ tool_call = false
open_weights = true
[cost]
-input = 0.12
-output = 0.12
+input = 0.115
+output = 0.115
[limit]
context = 40_960
diff --git a/providers/evroc/models/Qwen/Qwen3-30B-A3B-Instruct-2507-FP8.toml b/providers/evroc/models/Qwen/Qwen3-Reranker-4B.toml
similarity index 65%
rename from providers/evroc/models/Qwen/Qwen3-30B-A3B-Instruct-2507-FP8.toml
rename to providers/evroc/models/Qwen/Qwen3-Reranker-4B.toml
index 1f60ecb45..7cdca50d7 100644
--- a/providers/evroc/models/Qwen/Qwen3-30B-A3B-Instruct-2507-FP8.toml
+++ b/providers/evroc/models/Qwen/Qwen3-Reranker-4B.toml
@@ -1,19 +1,19 @@
-name = "Qwen3 30B 2507"
+name = "Qwen3 Reranker 4B"
family = "qwen"
release_date = "2025-07-30"
last_updated = "2025-07-30"
attachment = false
reasoning = false
-tool_call = true
+tool_call = false
open_weights = true
[cost]
-input = 0.35
-output = 1.42
+input = 0.0575
+output = 0
[limit]
-context = 64_000
-output = 64_000
+context = 32_000
+output = 4_096
[modalities]
input = ["text"]
diff --git a/providers/evroc/models/Qwen/Qwen3-VL-30B-A3B-Instruct.toml b/providers/evroc/models/Qwen/Qwen3-VL-30B-A3B-Instruct.toml
index e71403b5a..f4702cfac 100644
--- a/providers/evroc/models/Qwen/Qwen3-VL-30B-A3B-Instruct.toml
+++ b/providers/evroc/models/Qwen/Qwen3-VL-30B-A3B-Instruct.toml
@@ -8,8 +8,8 @@ tool_call = true
open_weights = true
[cost]
-input = 0.24
-output = 0.94
+input = 0.23
+output = 0.92
[limit]
context = 100_000
diff --git a/providers/evroc/models/Qwen/Qwen3.6-35B-A3B-FP8.toml b/providers/evroc/models/Qwen/Qwen3.6-35B-A3B-FP8.toml
new file mode 100644
index 000000000..5789b44b7
--- /dev/null
+++ b/providers/evroc/models/Qwen/Qwen3.6-35B-A3B-FP8.toml
@@ -0,0 +1,5 @@
+base_model = "alibaba/qwen3.6-35b-a3b"
+
+[cost]
+input = 0.345
+output = 1.38
diff --git a/providers/evroc/models/google/gemma-4-26B-A4B-it.toml b/providers/evroc/models/google/gemma-4-26B-A4B-it.toml
new file mode 100644
index 000000000..c7c753d59
--- /dev/null
+++ b/providers/evroc/models/google/gemma-4-26B-A4B-it.toml
@@ -0,0 +1,7 @@
+base_model = "google/gemma-4-26b-a4b-it"
+
+[cost]
+input = 0.144
+output = 0.575
+
+
diff --git a/providers/evroc/models/intfloat/multilingual-e5-large-instruct.toml b/providers/evroc/models/intfloat/multilingual-e5-large-instruct.toml
index 5eece67b9..02a8cb5d7 100644
--- a/providers/evroc/models/intfloat/multilingual-e5-large-instruct.toml
+++ b/providers/evroc/models/intfloat/multilingual-e5-large-instruct.toml
@@ -8,8 +8,8 @@ tool_call = false
open_weights = true
[cost]
-input = 0.12
-output = 0.12
+input = 0.114
+output = 0.114
[limit]
context = 512
diff --git a/providers/evroc/models/microsoft/Phi-4-multimodal-instruct.toml b/providers/evroc/models/microsoft/Phi-4-multimodal-instruct.toml
deleted file mode 100644
index 5317f2725..000000000
--- a/providers/evroc/models/microsoft/Phi-4-multimodal-instruct.toml
+++ /dev/null
@@ -1,20 +0,0 @@
-name = "Phi-4 15B"
-family = "phi"
-release_date = "2025-01-01"
-last_updated = "2025-01-01"
-attachment = false
-reasoning = false
-tool_call = false
-open_weights = true
-
-[cost]
-input = 0.24
-output = 0.47
-
-[limit]
-context = 32_000
-output = 32_000
-
-[modalities]
-input = ["text", "image"]
-output = ["text"]
diff --git a/providers/evroc/models/mistralai/Magistral-Small-2509.toml b/providers/evroc/models/mistralai/Magistral-Small-2509.toml
deleted file mode 100644
index faceaef35..000000000
--- a/providers/evroc/models/mistralai/Magistral-Small-2509.toml
+++ /dev/null
@@ -1,20 +0,0 @@
-name = "Magistral Small 1.2 24B"
-family = "magistral-small"
-release_date = "2025-06-01"
-last_updated = "2025-06-01"
-attachment = false
-reasoning = false
-tool_call = false
-open_weights = true
-
-[cost]
-input = 0.59
-output = 2.36
-
-[limit]
-context = 131_072
-output = 131_072
-
-[modalities]
-input = ["text"]
-output = ["text"]
diff --git a/providers/evroc/models/mistralai/Mistral-Medium-3.5-128B.toml b/providers/evroc/models/mistralai/Mistral-Medium-3.5-128B.toml
new file mode 100644
index 000000000..82315cb20
--- /dev/null
+++ b/providers/evroc/models/mistralai/Mistral-Medium-3.5-128B.toml
@@ -0,0 +1,5 @@
+base_model = "mistral/mistral-medium-2604"
+
+[cost]
+input = 1.725
+output = 6.90
diff --git a/providers/evroc/models/mistralai/Voxtral-Small-24B-2507.toml b/providers/evroc/models/mistralai/Voxtral-Small-24B-2507.toml
index b43d27b2b..fcb2ef7bf 100644
--- a/providers/evroc/models/mistralai/Voxtral-Small-24B-2507.toml
+++ b/providers/evroc/models/mistralai/Voxtral-Small-24B-2507.toml
@@ -9,9 +9,9 @@ open_weights = true
[cost]
# per audio minute
-input = 0.00236
-output = 0.00236
-output_audio = 2.36
+input = 0.0023
+output = 0.0023
+output_audio = 2.3
[limit]
context = 32_000
diff --git a/providers/evroc/models/mistralai/devstral-small-2-24b-instruct-2512.toml b/providers/evroc/models/mistralai/devstral-small-2-24b-instruct-2512.toml
deleted file mode 100644
index 549d66f8a..000000000
--- a/providers/evroc/models/mistralai/devstral-small-2-24b-instruct-2512.toml
+++ /dev/null
@@ -1,20 +0,0 @@
-name = "Devstral Small 2 24B Instruct 2512"
-family = "devstral"
-release_date = "2025-12-01"
-last_updated = "2025-12-01"
-attachment = false
-reasoning = false
-tool_call = true
-open_weights = true
-
-[cost]
-input = 0.12
-output = 0.47
-
-[limit]
-context = 32_768
-output = 32_768
-
-[modalities]
-input = ["text"]
-output = ["text"]
diff --git a/providers/evroc/models/moonshotai/Kimi-K2.5.toml b/providers/evroc/models/moonshotai/Kimi-K2.5.toml
deleted file mode 100644
index 364cd06f2..000000000
--- a/providers/evroc/models/moonshotai/Kimi-K2.5.toml
+++ /dev/null
@@ -1,23 +0,0 @@
-name = "Kimi K2.5"
-family = "kimi"
-release_date = "2026-01-27"
-last_updated = "2026-01-27"
-attachment = false
-reasoning = true
-tool_call = true
-open_weights = true
-
-[cost]
-input = 1.47
-output = 5.90
-
-[limit]
-context = 262_144
-output = 262_144
-
-[modalities]
-input = ["text", "image", "video"]
-output = ["text"]
-
-[interleaved]
-field = "reasoning_content"
diff --git a/providers/evroc/models/moonshotai/Kimi-K2.6.toml b/providers/evroc/models/moonshotai/Kimi-K2.6.toml
new file mode 100644
index 000000000..61c52efe8
--- /dev/null
+++ b/providers/evroc/models/moonshotai/Kimi-K2.6.toml
@@ -0,0 +1,5 @@
+base_model = "moonshotai/kimi-k2.6"
+
+[cost]
+input = 1.4375
+output = 5.75
diff --git a/providers/evroc/models/nvidia/Llama-3.3-70B-Instruct-FP8.toml b/providers/evroc/models/nvidia/Llama-3.3-70B-Instruct-FP8.toml
index 2933343ee..22614bfa4 100644
--- a/providers/evroc/models/nvidia/Llama-3.3-70B-Instruct-FP8.toml
+++ b/providers/evroc/models/nvidia/Llama-3.3-70B-Instruct-FP8.toml
@@ -1,20 +1,6 @@
-name = "Llama 3.3 70B"
-family = "llama"
-release_date = "2024-12-01"
-last_updated = "2024-12-01"
-attachment = false
-reasoning = false
-tool_call = false
-open_weights = true
+base_model = "llama/llama-3.3-70b-instruct"
[cost]
-input = 1.18
-output = 1.18
+input = 1.15
+output = 1.15
-[limit]
-context = 131_072
-output = 32_768
-
-[modalities]
-input = ["text"]
-output = ["text"]
diff --git a/providers/evroc/models/openai/gpt-oss-120b.toml b/providers/evroc/models/openai/gpt-oss-120b.toml
index 8058a7442..9da5b231b 100644
--- a/providers/evroc/models/openai/gpt-oss-120b.toml
+++ b/providers/evroc/models/openai/gpt-oss-120b.toml
@@ -8,8 +8,8 @@ tool_call = true
open_weights = true
[cost]
-input = 0.24
-output = 0.94
+input = 0.23
+output = 0.92
[limit]
context = 65536
diff --git a/providers/evroc/models/openai/whisper-large-v3-turbo.toml b/providers/evroc/models/openai/whisper-large-v3-turbo.toml
new file mode 100644
index 000000000..a2d4d57d9
--- /dev/null
+++ b/providers/evroc/models/openai/whisper-large-v3-turbo.toml
@@ -0,0 +1,22 @@
+name = "Whisper Large v3 Turbo"
+family = "whisper"
+release_date = "2024-10-01"
+last_updated = "2024-10-01"
+attachment = false
+reasoning = false
+tool_call = false
+open_weights = true
+
+[cost]
+# per audio minute
+input = 0.0023
+output = 0.0023
+output_audio = 2.3
+
+[limit]
+context = 448
+output = 448
+
+[modalities]
+input = ["audio"]
+output = ["text"]
diff --git a/providers/evroc/models/openai/whisper-large-v3.toml b/providers/evroc/models/openai/whisper-large-v3.toml
index dc7a20cc1..3f947e67e 100644
--- a/providers/evroc/models/openai/whisper-large-v3.toml
+++ b/providers/evroc/models/openai/whisper-large-v3.toml
@@ -9,9 +9,9 @@ open_weights = true
[cost]
# per audio minute
-input = 0.00236
-output = 0.00236
-output_audio = 2.36
+input = 0.0023
+output = 0.0023
+output_audio = 2.3
[limit]
context = 448