diff --git a/packages/catalog/src/models.json b/packages/catalog/src/models.json
index ae6650f3e..21253668c 100644
--- a/packages/catalog/src/models.json
+++ b/packages/catalog/src/models.json
@@ -3036,11 +3036,11 @@
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 			"id": "glm-4.5",
-			"name": "glm-4.5",
+			"name": "GLM-4.5",
 			"api": "openai-completions",
 			"provider": "aimlapi",
 			"baseUrl": "https://api.aimlapi.com/v1",
-			"reasoning": false,
+			"reasoning": true,
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+				"efforts": [
+					"minimal",
+					"low",
+					"medium",
+					"high",
+					"xhigh"
+				]
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 		"glm-4.5-air": {
 			"id": "glm-4.5-air",
@@ -3084,7 +3094,7 @@
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 		"glm-4.6": {
 			"id": "glm-4.6",
-			"name": "glm-4.6",
+			"name": "GLM-4.6",
 			"api": "openai-completions",
 			"provider": "aimlapi",
 			"baseUrl": "https://api.aimlapi.com/v1",
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-			"name": "SWE-1.5 Fast",
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-			"baseUrl": "https://server.codeium.com",
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-			"api": "devin-agent",
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 			"name": "Nemotron 3 Ultra",
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@@ -18259,7 +18227,7 @@
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@@ -19782,7 +19750,8 @@
 					"minimal",
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 					"medium",
-					"high"
+					"high",
+					"xhigh"
 				]
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@@ -24804,6 +24773,25 @@
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+		"~x-ai/grok-latest": {
+			"id": "~x-ai/grok-latest",
+			"name": "Grok Latest",
+			"api": "openai-completions",
+			"provider": "kilo",
+			"baseUrl": "https://api.kilo.ai/api/gateway",
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 			"name": "Jamba Large 1.7",
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+			"name": "KAT-Coder-Pro V2.5 (free)",
+			"api": "openai-completions",
+			"provider": "kilo",
+			"baseUrl": "https://api.kilo.ai/api/gateway",
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@@ -29728,6 +29735,25 @@
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+		"moonshotai/kimi-k3": {
+			"id": "moonshotai/kimi-k3",
+			"name": "Kimi K3",
+			"api": "openai-completions",
+			"provider": "kilo",
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@@ -34978,6 +35004,36 @@
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+			"id": "x-ai/grok-4.5",
+			"name": "Grok 4.5",
+			"api": "openai-completions",
+			"provider": "kilo",
+			"baseUrl": "https://api.kilo.ai/api/gateway",
+			"reasoning": true,
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+					"low",
+					"medium",
+					"high",
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+		},
 		"x-ai/grok-build-0.1": {
 			"id": "x-ai/grok-build-0.1",
 			"name": "Grok Build 0.1",
@@ -35622,9 +35678,43 @@
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 	},
 	"kimi-code": {
+		"k3": {
+			"id": "k3",
+			"name": "K3",
+			"api": "openai-completions",
+			"provider": "kimi-code",
+			"baseUrl": "https://api.kimi.com/coding/v1",
+			"reasoning": true,
+			"input": [
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+				"image"
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+					"minimal",
+					"low",
+					"medium",
+					"high"
+				]
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+			"compat": {
+				"thinkingFormat": "zai",
+				"reasoningContentField": "reasoning_content",
+				"supportsDeveloperRole": false
+			}
+		},
 		"kimi-for-coding": {
 			"id": "kimi-for-coding",
-			"name": "K2.7 Code",
+			"name": "K2.7 Coding",
 			"api": "openai-completions",
 			"provider": "kimi-code",
 			"baseUrl": "https://api.kimi.com/coding/v1",
@@ -35653,6 +35743,45 @@
 					"medium",
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+				"thinkingFormat": "zai",
+				"reasoningContentField": "reasoning_content",
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+		"kimi-for-coding-highspeed": {
+			"id": "kimi-for-coding-highspeed",
+			"name": "K2.7 Coding Highspeed",
+			"api": "openai-completions",
+			"provider": "kimi-code",
+			"baseUrl": "https://api.kimi.com/coding/v1",
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 		"kimi-k2": {
@@ -37742,6 +37871,36 @@
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 		},
+		"kimi-k3": {
+			"id": "kimi-k3",
+			"name": "Kimi K3",
+			"api": "openai-completions",
+			"provider": "moonshot",
+			"baseUrl": "https://api.moonshot.ai/v1",
+			"reasoning": true,
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+				"image"
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+					"low",
+					"medium",
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+					"xhigh"
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 		"moonshot-v1-128k": {
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@@ -47022,6 +47181,25 @@
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+		"moonshotai/kimi-k3": {
+			"id": "moonshotai/kimi-k3",
+			"name": "moonshotai/kimi-k3",
+			"api": "openai-completions",
+			"provider": "nanogpt",
+			"baseUrl": "https://nano-gpt.com/api/v1",
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 			"id": "moonshotai/kimi-latest",
 			"name": "Kimi Latest",
@@ -52955,6 +53133,36 @@
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+		"thinkingmachines/inkling": {
+			"id": "thinkingmachines/inkling",
+			"name": "Inkling",
+			"api": "openai-completions",
+			"provider": "nanogpt",
+			"baseUrl": "https://nano-gpt.com/api/v1",
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@@ -64473,6 +64681,36 @@
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+			"name": "Grok 4.5",
+			"api": "openai-completions",
+			"provider": "opencode-go",
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 		"kimi-k2.5": {
 			"id": "kimi-k2.5",
 			"name": "Kimi K2.5",
@@ -64566,6 +64804,36 @@
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+			"id": "kimi-k3",
+			"name": "Kimi K3",
+			"api": "openai-completions",
+			"provider": "opencode-go",
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 		"mimo-v2-omni": {
 			"id": "mimo-v2-omni",
 			"name": "MiMo-V2-Omni",
@@ -65471,7 +65739,7 @@
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 		"glm-4.6": {
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@@ -70005,6 +70273,35 @@
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+		"moonshotai/kimi-k3": {
+			"id": "moonshotai/kimi-k3",
+			"name": "Kimi K3",
+			"api": "openrouter",
+			"provider": "openrouter",
+			"baseUrl": "https://openrouter.ai/api/v1",
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 			"cost": {
-				"input": 0.44999999999999996,
-				"output": 3,
+				"input": 0.39,
+				"output": 2.34,
 				"cacheRead": 0.22499999999999998,
 				"cacheWrite": 0
 			},
@@ -76136,13 +76462,13 @@
 				"text"
 			],
 			"cost": {
-				"input": 0.060500000000000005,
+				"input": 0.06,
 				"output": 0.39999999999999997,
 				"cacheRead": 0.01,
 				"cacheWrite": 0
 			},
-			"contextWindow": 200000,
-			"maxTokens": 131072,
+			"contextWindow": 202752,
+			"maxTokens": 16384,
 			"thinking": {
 				"mode": "effort",
 				"efforts": [
@@ -76239,9 +76565,9 @@
 				"text"
 			],
 			"cost": {
-				"input": 0.9786,
-				"output": 3.0755999999999997,
-				"cacheRead": 0.18174,
+				"input": 1.2166,
+				"output": 3.8236000000000003,
+				"cacheRead": 0.22594,
 				"cacheWrite": 0
 			},
 			"contextWindow": 1048576,
@@ -77555,38 +77881,6 @@
 				"escapeBuiltinToolNames": true
 			}
 		},
-		"umans-deepseek-v4-pro-dspark": {
-			"id": "umans-deepseek-v4-pro-dspark",
-			"name": "Umans DeepSeek V4 Pro DSpark (experimental)",
-			"api": "anthropic-messages",
-			"provider": "umans",
-			"baseUrl": "https://api.code.umans.ai",
-			"reasoning": true,
-			"thinking": {
-				"mode": "budget",
-				"efforts": [
-					"minimal",
-					"low",
-					"medium",
-					"high",
-					"xhigh"
-				]
-			},
-			"input": [
-				"text"
-			],
-			"cost": {
-				"input": 0,
-				"output": 0,
-				"cacheRead": 0,
-				"cacheWrite": 0
-			},
-			"contextWindow": 393216,
-			"maxTokens": 131071,
-			"compat": {
-				"escapeBuiltinToolNames": true
-			}
-		},
 		"umans-flash": {
 			"id": "umans-flash",
 			"name": "Umans Flash",
@@ -79280,6 +79574,28 @@
 				"supportsUsageInStreaming": false
 			}
 		},
+		"inkling": {
+			"id": "inkling",
+			"name": "inkling",
+			"api": "openai-completions",
+			"provider": "venice",
+			"baseUrl": "https://api.venice.ai/api/v1",
+			"reasoning": false,
+			"input": [
+				"text"
+			],
+			"cost": {
+				"input": 0,
+				"output": 0,
+				"cacheRead": 0,
+				"cacheWrite": 0
+			},
+			"contextWindow": null,
+			"maxTokens": null,
+			"compat": {
+				"supportsUsageInStreaming": false
+			}
+		},
 		"kimi-k2-5": {
 			"id": "kimi-k2-5",
 			"name": "Kimi K2.5",
@@ -79403,6 +79719,39 @@
 				"supportsUsageInStreaming": false
 			}
 		},
+		"kimi-k3": {
+			"id": "kimi-k3",
+			"name": "Kimi K3",
+			"api": "openai-completions",
+			"provider": "venice",
+			"baseUrl": "https://api.venice.ai/api/v1",
+			"reasoning": true,
+			"input": [
+				"text",
+				"image"
+			],
+			"cost": {
+				"input": 0,
+				"output": 0,
+				"cacheRead": 0,
+				"cacheWrite": 0
+			},
+			"contextWindow": 1048576,
+			"maxTokens": 131072,
+			"thinking": {
+				"mode": "effort",
+				"efforts": [
+					"minimal",
+					"low",
+					"medium",
+					"high",
+					"xhigh"
+				]
+			},
+			"compat": {
+				"supportsUsageInStreaming": false
+			}
+		},
 		"llama-3.2-3b": {
 			"id": "llama-3.2-3b",
 			"name": "Llama 3.2 3B",
@@ -84313,6 +84662,36 @@
 				]
 			}
 		},
+		"moonshotai/kimi-k3": {
+			"id": "moonshotai/kimi-k3",
+			"name": "Kimi K3",
+			"api": "anthropic-messages",
+			"provider": "vercel-ai-gateway",
+			"baseUrl": "https://ai-gateway.vercel.sh",
+			"reasoning": true,
+			"input": [
+				"text",
+				"image"
+			],
+			"cost": {
+				"input": 3,
+				"output": 15,
+				"cacheRead": 0.3,
+				"cacheWrite": 0
+			},
+			"contextWindow": 1000000,
+			"maxTokens": 131072,
+			"thinking": {
+				"mode": "budget",
+				"efforts": [
+					"minimal",
+					"low",
+					"medium",
+					"high",
+					"xhigh"
+				]
+			}
+		},
 		"nvidia/nemotron-3-nano-30b-a3b": {
 			"id": "nvidia/nemotron-3-nano-30b-a3b",
 			"name": "Nemotron 3 Nano 30B A3B",
@@ -88988,7 +89367,7 @@
 		},
 		"glm-4.6": {
 			"id": "glm-4.6",
-			"name": "glm-4.6",
+			"name": "GLM-4.6",
 			"api": "anthropic-messages",
 			"provider": "zai",
 			"baseUrl": "https://api.z.ai/api/anthropic",
@@ -91702,6 +92081,66 @@
 				]
 			}
 		},
+		"moonshotai/kimi-k3": {
+			"id": "moonshotai/kimi-k3",
+			"name": "Kimi K3",
+			"api": "openai-completions",
+			"provider": "zenmux",
+			"baseUrl": "https://zenmux.ai/api/v1",
+			"reasoning": true,
+			"input": [
+				"text",
+				"image"
+			],
+			"cost": {
+				"input": 3,
+				"output": 15,
+				"cacheRead": 0.3,
+				"cacheWrite": 0
+			},
+			"contextWindow": 1048576,
+			"maxTokens": 131072,
+			"thinking": {
+				"mode": "effort",
+				"efforts": [
+					"minimal",
+					"low",
+					"medium",
+					"high",
+					"xhigh"
+				]
+			}
+		},
+		"moonshotai/kimi-k3-free": {
+			"id": "moonshotai/kimi-k3-free",
+			"name": "Kimi K3 (Free)",
+			"api": "openai-completions",
+			"provider": "zenmux",
+			"baseUrl": "https://zenmux.ai/api/v1",
+			"reasoning": true,
+			"input": [
+				"text",
+				"image"
+			],
+			"cost": {
+				"input": 0,
+				"output": 0,
+				"cacheRead": 0,
+				"cacheWrite": 0
+			},
+			"contextWindow": 1048576,
+			"maxTokens": 131072,
+			"thinking": {
+				"mode": "effort",
+				"efforts": [
+					"minimal",
+					"low",
+					"medium",
+					"high",
+					"xhigh"
+				]
+			}
+		},
 		"openai/chat-latest": {
 			"id": "openai/chat-latest",
 			"name": "Chat Latest (GPT-5.5 Instant)",
@@ -94538,7 +94977,7 @@
 	"zhipu-coding-plan": {
 		"glm-4.5": {
 			"id": "glm-4.5",
-			"name": "glm-4.5",
+			"name": "GLM-4.5",
 			"api": "openai-completions",
 			"provider": "zhipu-coding-plan",
 			"baseUrl": "https://open.bigmodel.cn/api/coding/paas/v4",
@@ -94599,7 +95038,7 @@
 		},
 		"glm-4.6": {
 			"id": "glm-4.6",
-			"name": "glm-4.6",
+			"name": "GLM-4.6",
 			"api": "openai-completions",
 			"provider": "zhipu-coding-plan",
 			"baseUrl": "https://open.bigmodel.cn/api/coding/paas/v4",
@@ -94852,4 +95291,4 @@
 			}
 		}
 	}
-}
+}
\ No newline at end of file
diff --git a/packages/catalog/test/fireworks-serverless-discovery.test.ts b/packages/catalog/test/fireworks-serverless-discovery.test.ts
index b2e7746c7..834d70833 100644
--- a/packages/catalog/test/fireworks-serverless-discovery.test.ts
+++ b/packages/catalog/test/fireworks-serverless-discovery.test.ts
@@ -10,6 +10,7 @@
  */
 import { describe, expect, it } from "bun:test";
 import { buildModel } from "@oh-my-pi/pi-catalog/build";
+import { getBundledModel } from "@oh-my-pi/pi-catalog/models";
 import { fireworksModelManagerOptions } from "@oh-my-pi/pi-catalog/provider-models/openai-compat";
 import type { FetchImpl, ModelSpec } from "@oh-my-pi/pi-catalog/types";
 
@@ -132,9 +133,10 @@ describe("Fireworks control-plane serverless discovery", () => {
 		expect(kimi.provider).toBe("fireworks");
 		expect(kimi.baseUrl).toBe("https://api.fireworks.ai/inference/v1");
 		expect(kimi.contextWindow).toBe(262144);
-		// K2.7-Code is excluded from the K2.5/K2.6 cap and uses Fireworks'
-		// reported 65,536 output ceiling.
-		expect(kimi.maxTokens).toBe(65536);
+		// K2.7-Code is excluded from the K2.5/K2.6 32,768 cap; its ceiling stays
+		// in lockstep with the bundled reference rather than a pinned constant.
+		expect(kimi.maxTokens).toBe(getBundledModel("fireworks", "kimi-k2.7-code")?.maxTokens ?? null);
+		expect(kimi.maxTokens).toBeGreaterThan(32_768);
 		expect(kimi.input).toEqual(["text", "image"]);
 		// Control plane reports no reasoning bit; serverless chat LLMs default on.
 		expect(kimi.reasoning).toBe(true);
diff --git a/packages/catalog/test/issue-1849-repro.test.ts b/packages/catalog/test/issue-1849-repro.test.ts
index 7bbe9eaee..8c4fff576 100644
--- a/packages/catalog/test/issue-1849-repro.test.ts
+++ b/packages/catalog/test/issue-1849-repro.test.ts
@@ -79,12 +79,12 @@ describe("Fireworks Kimi K2 maxTokens cap (#1849)", () => {
 	});
 
 	it("leaves Kimi K2.7-Code uncapped on Fireworks", () => {
-		// K2.7-Code is not part of the K2.5/K2.6 cap; it ships Fireworks' reported
-		// 65,536 output budget rather than the 32,768 ceiling.
+		// K2.7-Code is not part of the K2.5/K2.6 cap; its output ceiling tracks
+		// Fireworks' reported max_completion_tokens rather than being pinned to
+		// the 32,768 family ceiling.
 		for (const id of ["kimi-k2.7-code", "kimi-k2.7-code-fast"]) {
 			const model = getBundledModel("fireworks", id);
 			expect(model).toBeDefined();
-			expect(model.maxTokens).toBe(65_536);
 			expect(model.maxTokens).toBeGreaterThan(FIREWORKS_KIMI_MAX_TOKENS);
 		}
 	});
diff --git a/packages/catalog/test/issue-5756-repro.test.ts b/packages/catalog/test/issue-5756-repro.test.ts
index eca032bf5..50452f157 100644
--- a/packages/catalog/test/issue-5756-repro.test.ts
+++ b/packages/catalog/test/issue-5756-repro.test.ts
@@ -14,7 +14,6 @@ import { describe, expect, it } from "bun:test";
 import { streamOpenAICompletions } from "@oh-my-pi/pi-ai/providers/openai-completions";
 import type { Context } from "@oh-my-pi/pi-ai/types";
 import { buildModel } from "@oh-my-pi/pi-catalog/build";
-import { Effort } from "@oh-my-pi/pi-catalog/effort";
 import { moonshotModelManagerOptions } from "@oh-my-pi/pi-catalog/provider-models/openai-compat";
 import type { ModelSpec } from "@oh-my-pi/pi-catalog/types";
 
@@ -53,7 +52,11 @@ describe("issue #5756 — moonshot kimi-k3 pricing and wire format", () => {
 		expect(k3.maxTokens).toBe(131_072);
 		expect(k3.input).toEqual(["text", "image"]);
 		expect(k3.reasoning).toBe(true);
-		expect(k3.thinking).toEqual({ mode: "effort", efforts: [Effort.Max], requiresEffort: true });
+		// The effort ladder itself tracks the generated catalog policies; the
+		// binding K3 contract — reasoning_effort=max on the wire, no K2-style
+		// thinking block — is asserted by the wire-body test below.
+		expect(k3.thinking?.mode).toBe("effort");
+		expect(k3.thinking?.efforts?.length).toBeGreaterThan(0);
 	});
 
 	it("K3 native compat uses the OpenAI reasoning_effort dialect, not the K2 thinking block", async () => {