diff --git a/providers/novita-ai/models/sao10k/L3-8B-Stheno-v3.2.toml b/providers/novita-ai/models/Sao10K/L3-8B-Stheno-v3.2.toml
similarity index 94%
rename from providers/novita-ai/models/sao10k/L3-8B-Stheno-v3.2.toml
rename to providers/novita-ai/models/Sao10K/L3-8B-Stheno-v3.2.toml
index dc17bf621..910c5ca4c 100644
--- a/providers/novita-ai/models/sao10k/L3-8B-Stheno-v3.2.toml
+++ b/providers/novita-ai/models/Sao10K/L3-8B-Stheno-v3.2.toml
@@ -1,4 +1,5 @@
 name = "L3 8B Stheno V3.2"
+family = "llama"
 release_date = "2024-11-29"
 last_updated = "2024-11-29"
 attachment = false
diff --git a/providers/novita-ai/models/deepseek/deepseek-r1-distill-qwen-14b.toml b/providers/novita-ai/models/deepseek/deepseek-r1-distill-qwen-14b.toml
index 36a9d5d23..67c44946a 100644
--- a/providers/novita-ai/models/deepseek/deepseek-r1-distill-qwen-14b.toml
+++ b/providers/novita-ai/models/deepseek/deepseek-r1-distill-qwen-14b.toml
@@ -3,10 +3,9 @@ family = "deepseek-thinking"
 release_date = "2025-01-20"
 last_updated = "2025-01-20"
 attachment = false
-reasoning = true
+reasoning = false
 temperature = true
 tool_call = false
-structured_output = true
 open_weights = true
 
 [cost]
diff --git a/providers/novita-ai/models/deepseek/deepseek-r1-distill-qwen-32b.toml b/providers/novita-ai/models/deepseek/deepseek-r1-distill-qwen-32b.toml
index 67362cf1c..99b7630b5 100644
--- a/providers/novita-ai/models/deepseek/deepseek-r1-distill-qwen-32b.toml
+++ b/providers/novita-ai/models/deepseek/deepseek-r1-distill-qwen-32b.toml
@@ -3,10 +3,9 @@ family = "deepseek-thinking"
 release_date = "2025-01-20"
 last_updated = "2025-01-20"
 attachment = false
-reasoning = true
+reasoning = false
 temperature = true
 tool_call = false
-structured_output = true
 open_weights = true
 
 [cost]
diff --git a/providers/novita-ai/models/google/gemma-3-12b-it.toml b/providers/novita-ai/models/google/gemma-3-12b-it.toml
index 0b11a0478..672f8fe9a 100644
--- a/providers/novita-ai/models/google/gemma-3-12b-it.toml
+++ b/providers/novita-ai/models/google/gemma-3-12b-it.toml
@@ -5,7 +5,6 @@ last_updated = "2025-03-13"
 attachment = true
 reasoning = false
 temperature = true
-knowledge = "2024-10"
 tool_call = false
 open_weights = true
 
diff --git a/providers/novita-ai/models/google/gemma-4-26b-a4b-it.toml b/providers/novita-ai/models/google/gemma-4-26b-a4b-it.toml
index 7bc2cc537..8ddfe8a97 100644
--- a/providers/novita-ai/models/google/gemma-4-26b-a4b-it.toml
+++ b/providers/novita-ai/models/google/gemma-4-26b-a4b-it.toml
@@ -6,6 +6,7 @@ attachment = true
 reasoning = true
 temperature = true
 tool_call = true
+structured_output = true
 open_weights = true
 
 [cost]
diff --git a/providers/novita-ai/models/google/gemma-4-31b-it.toml b/providers/novita-ai/models/google/gemma-4-31b-it.toml
index f09240ddb..426813f03 100644
--- a/providers/novita-ai/models/google/gemma-4-31b-it.toml
+++ b/providers/novita-ai/models/google/gemma-4-31b-it.toml
@@ -6,6 +6,7 @@ attachment = true
 reasoning = true
 temperature = true
 tool_call = true
+structured_output = true
 open_weights = true
 
 [cost]
diff --git a/providers/novita-ai/models/inclusionai/ling-2.6-flash.toml b/providers/novita-ai/models/inclusionai/ling-2.6-flash.toml
new file mode 100644
index 000000000..efb3d3621
--- /dev/null
+++ b/providers/novita-ai/models/inclusionai/ling-2.6-flash.toml
@@ -0,0 +1,23 @@
+name = "Ling-2.6-flash"
+family = "ling"
+release_date = "2026-04-24"
+last_updated = "2026-04-24"
+attachment = false
+reasoning = false
+temperature = true
+tool_call = true
+structured_output = true
+open_weights = true
+
+[cost]
+input = 0.1
+output = 0.3
+cache_read = 0.02
+
+[limit]
+context = 262_144
+output = 32_768
+
+[modalities]
+input = ["text"]
+output = ["text"]
diff --git a/providers/novita-ai/models/meta-llama/llama-3.2-3b-instruct.toml b/providers/novita-ai/models/meta-llama/llama-3.2-3b-instruct.toml
index 9ad1ed1e5..28c9b40b9 100644
--- a/providers/novita-ai/models/meta-llama/llama-3.2-3b-instruct.toml
+++ b/providers/novita-ai/models/meta-llama/llama-3.2-3b-instruct.toml
@@ -6,7 +6,6 @@ attachment = false
 reasoning = false
 temperature = true
 tool_call = false
-structured_output = true
 open_weights = true
 
 [cost]
diff --git a/providers/novita-ai/models/moonshotai/kimi-k2.6.toml b/providers/novita-ai/models/moonshotai/kimi-k2.6.toml
index a0820d644..377bf6fed 100644
--- a/providers/novita-ai/models/moonshotai/kimi-k2.6.toml
+++ b/providers/novita-ai/models/moonshotai/kimi-k2.6.toml
@@ -1,27 +1,2 @@
-name = "Kimi K2.6"
-family = "kimi"
-release_date = "2026-04-21"
-last_updated = "2026-04-21"
-attachment = true
-reasoning = true
-temperature = true
-tool_call = true
-structured_output = true
-knowledge = "2025-01"
-open_weights = true
-
-[cost]
-input = 0.95
-output = 4.0
-cache_read = 0.16
-
-[limit]
-context = 262_144
-output = 262_144
-
-[interleaved]
-field = "reasoning_content"
-
-[modalities]
-input = ["text", "image", "video"]
-output = ["text"]
+[extends]
+from = "moonshotai/kimi-k2.6"
diff --git a/providers/novita-ai/models/qwen/qwen3.6-27b.toml b/providers/novita-ai/models/qwen/qwen3.6-27b.toml
deleted file mode 100644
index a53da6569..000000000
--- a/providers/novita-ai/models/qwen/qwen3.6-27b.toml
+++ /dev/null
@@ -1,26 +0,0 @@
-name = "Qwen3.6-27B"
-family = "qwen3.6"
-release_date = "2026-04-02"
-last_updated = "2026-04-02"
-attachment = true
-reasoning = true
-temperature = true
-knowledge = "2025-04"
-tool_call = true
-structured_output = true
-open_weights = false
-
-[interleaved]
-field = "reasoning_content"
-
-[cost]
-input = 0.6
-output = 3.6
-
-[limit]
-context = 262_144
-output = 65_536
-
-[modalities]
-input = ["text", "image", "video"]
-output = ["text"]