diff --git a/README.en.md b/README.en.md
index 8e06a6e..707adc9 100644
--- a/README.en.md
+++ b/README.en.md
@@ -18,9 +18,9 @@ One-shot LLM eval cases by NAGI STUDIO: same prompt, different model x harness x
 
 > **Model + Harness = Agent** — a model is just weights; wrap it in a runtime and it becomes an agent that can actually do the work. That agent is the unit this bench evaluates.
 
-- **Model**: the weights and inference engine itself — GPT-5.5, Gemini 3.1 Pro, Claude Fable 5.
+- **Model**: the weights and inference engine itself — GPT-5.5, Gemini 3.1 Pro, Claude Fable 5. Reasoning effort is a capability dial of the model itself: the same weights at high vs low effort reason at depths that feel like two different models, so effort belongs to the "model" dimension alongside the weights — judging a model while ignoring its effort isn't fair play. This bench defaults to max and labels the effort of every combination.
 - **Harness**: the product/scaffolding wrapping the model — Codex CLI, Cursor, AntiGravity, the Claude web app. It controls tool calls, system prompts, context management and continuation strategy, and often shapes the outcome as much as the model does.
-- The unit of evaluation here is therefore an **Agent**: the same model under a different harness is a different agent and a separate entry (GPT-5.5 Pro and GPT-5.5 running in Codex CLI at xhigh are two agents from the same model family). Effort is a parameter of that agent, defaulting to max.
+- The unit of evaluation here is therefore an **Agent**: the same model (including its effort) under a different harness is a different agent and a separate entry (GPT-5.5 Pro and GPT-5.5 running in Codex CLI at xhigh are two agents from the same model family).
 
 ## Registry
 
@@ -30,9 +30,9 @@ One-shot LLM eval cases by NAGI STUDIO: same prompt, different model x harness x
 | Model | Vendor | Harness x Effort | Runs |
 |---|---|---|---|
 | Claude Fable 5 | Anthropic | Claude Web App · Max<br>Claude Code · Max<br>Cursor · High | 06 |
-| Claude Opus 4.6 | Anthropic | Claude Code · Max<br>Cursor · Max | 04 |
-| Claude Opus 4.7 | Anthropic | Claude Code · Max<br>Cursor · Max | 05 |
 | Claude Opus 4.8 | Anthropic | Claude Code · Max | 05 |
+| Claude Opus 4.7 | Anthropic | Claude Code · Max<br>Cursor · Max | 05 |
+| Claude Opus 4.6 | Anthropic | Claude Code · Max<br>Cursor · Max | 04 |
 | Claude Opus 4.5 | Anthropic | Cursor · Thinking | 02 |
 | Claude Sonnet 4.6 | Anthropic | Claude Code · Max<br>Cursor · High | 03 |
 | Claude Haiku 4.5 | Anthropic | Claude Code · Default | 02 |
@@ -52,13 +52,13 @@ One-shot LLM eval cases by NAGI STUDIO: same prompt, different model x harness x
 | Doubao Seed 2.0 Pro | ByteDance | Doubao Web · Pro Mode | 01 |
 | Doubao Seed 2.0 Mini | ByteDance | Doubao Web · Fast Mode | 01 |
 | MiMo v2.5 Pro | Xiaomi | Claude Code · Max | 02 |
-| Kimi K2.7-Code | Moonshot AI | Kimi Code · Thinking | 02 |
 | MiMo v2.5 Pro UltraSpeed | Xiaomi | Web · Default | 04 |
+| Kimi K2.7-Code | Moonshot AI | Kimi Code · Thinking | 02 |
 | Kimi K2.6 | Moonshot AI | Kimi Code · Thinking | 02 |
 | MiniMax M3 | MiniMax | MiniMax Code Web · Thinking | 02 |
 | MiniMax M2.7 | MiniMax | MiniMax Code Web · Thinking | 01 |
-| GLM-5 Turbo | Zhipu AI | ZCode · Thinking | 03 |
 | GLM-5.2 | Zhipu AI | ZCode · Max | 03 |
+| GLM-5 Turbo | Zhipu AI | ZCode · Thinking | 03 |
 | Qwen3.7-Max | Alibaba | Qoder · Default | 02 |
 | Step 3.7 Flash | StepFun | Claude Code · High | 02 |
 
diff --git a/README.md b/README.md
index a1fb2a7..403bbf1 100644
--- a/README.md
+++ b/README.md
@@ -18,9 +18,9 @@ NAGI STUDIO 的 LLM 测评案例集：同一段提示词，不同「模型 × Ha
 
 > **Model + Harness = Agent** —— 模型只是权重，套上运行环境才成为一个能干活的智能体（Agent）。本仓库的测评单位就是一个 Agent。
 
-- **模型（Model）**：权重与推理引擎本身，如 GPT-5.5、Gemini 3.1 Pro、Claude Fable 5。
+- **模型（Model）**：权重与推理引擎本身，如 GPT-5.5、Gemini 3.1 Pro、Claude Fable 5。思考配额（effort）是模型自身的能力旋钮——同一份权重在高/低思考强度下的推理深度判若两个模型，因此它和权重同属「模型」这一维度，脱离 effort 谈模型表现并不公允；本仓库默认拉满（Max），并在每个组合里如实标注。
 - **Harness（运行环境）**：包裹模型的产品/脚手架，如 Codex CLI、Cursor、AntiGravity、Claude 网页版——它决定工具调用、系统提示词、上下文管理与续写策略，对最终产出的影响往往不亚于模型本身。
-- 因此本仓库的测评单位是一个 **Agent**：同一个模型换一个 Harness，就是另一个 Agent，记为不同条目（例如 GPT-5.5 Pro 与跑在 Codex CLI 里的 GPT-5.5（xhigh）是同一模型家族的两个 Agent）。思考配额（effort）是这个 Agent 的一个参数，默认拉满（Max）。
+- 因此本仓库的测评单位是一个 **Agent**：同一个模型（含其思考配额）换一个 Harness，就是另一个 Agent，记为不同条目（例如 GPT-5.5 Pro 与跑在 Codex CLI 里的 GPT-5.5（xhigh）是同一模型家族的两个 Agent）。
 
 ## 已测组合 / Registry
 
@@ -30,9 +30,9 @@ NAGI STUDIO 的 LLM 测评案例集：同一段提示词，不同「模型 × Ha
 | 模型 | 厂商 | 运行环境（Harness）× 思考配额 | 产出 |
 |---|---|---|---|
 | Claude Fable 5 | Anthropic | Claude Web App · Max<br>Claude Code · Max<br>Cursor · High | 06 |
-| Claude Opus 4.6 | Anthropic | Claude Code · Max<br>Cursor · Max | 04 |
-| Claude Opus 4.7 | Anthropic | Claude Code · Max<br>Cursor · Max | 05 |
 | Claude Opus 4.8 | Anthropic | Claude Code · Max | 05 |
+| Claude Opus 4.7 | Anthropic | Claude Code · Max<br>Cursor · Max | 05 |
+| Claude Opus 4.6 | Anthropic | Claude Code · Max<br>Cursor · Max | 04 |
 | Claude Opus 4.5 | Anthropic | Cursor · Thinking | 02 |
 | Claude Sonnet 4.6 | Anthropic | Claude Code · Max<br>Cursor · High | 03 |
 | Claude Haiku 4.5 | Anthropic | Claude Code · Default | 02 |
@@ -52,13 +52,13 @@ NAGI STUDIO 的 LLM 测评案例集：同一段提示词，不同「模型 × Ha
 | Doubao Seed 2.0 Pro | ByteDance | Doubao Web · Pro Mode | 01 |
 | Doubao Seed 2.0 Mini | ByteDance | Doubao Web · Fast Mode | 01 |
 | MiMo v2.5 Pro | Xiaomi | Claude Code · Max | 02 |
-| Kimi K2.7-Code | Moonshot AI | Kimi Code · Thinking | 02 |
 | MiMo v2.5 Pro UltraSpeed | Xiaomi | Web · Default | 04 |
+| Kimi K2.7-Code | Moonshot AI | Kimi Code · Thinking | 02 |
 | Kimi K2.6 | Moonshot AI | Kimi Code · Thinking | 02 |
 | MiniMax M3 | MiniMax | MiniMax Code Web · Thinking | 02 |
 | MiniMax M2.7 | MiniMax | MiniMax Code Web · Thinking | 01 |
-| GLM-5 Turbo | Zhipu AI | ZCode · Thinking | 03 |
 | GLM-5.2 | Zhipu AI | ZCode · Max | 03 |
+| GLM-5 Turbo | Zhipu AI | ZCode · Thinking | 03 |
 | Qwen3.7-Max | Alibaba | Qoder · Default | 02 |
 | Step 3.7 Flash | StepFun | Claude Code · High | 02 |
 
diff --git a/models/claude-opus-4-5-cursor.json b/models/claude-opus-4-5-cursor.json
index 6693af4..04821d2 100644
--- a/models/claude-opus-4-5-cursor.json
+++ b/models/claude-opus-4-5-cursor.json
@@ -4,7 +4,7 @@
   "harness": "Cursor",
   "effort": "Thinking",
   "artifactDir": "claude-opus-4-5/cursor-thinking",
-  "order": 18,
+  "order": 17,
   "runs": {
     "mythos-craft": {
       "note": {
diff --git a/models/claude-opus-4-6-cc.json b/models/claude-opus-4-6-cc.json
index 7429f95..ae92474 100644
--- a/models/claude-opus-4-6-cc.json
+++ b/models/claude-opus-4-6-cc.json
@@ -4,7 +4,7 @@
   "harness": "Claude Code",
   "effort": "Max",
   "artifactDir": "claude-opus-4-6/claude-code-max",
-  "order": 14.6,
+  "order": 16,
   "runs": {
     "pelican-cycling": {
       "note": {
diff --git a/models/claude-opus-4-6-cursor.json b/models/claude-opus-4-6-cursor.json
index d31ceaf..44527de 100644
--- a/models/claude-opus-4-6-cursor.json
+++ b/models/claude-opus-4-6-cursor.json
@@ -4,7 +4,7 @@
   "harness": "Cursor",
   "effort": "Max",
   "artifactDir": "claude-opus-4-6/cursor-max",
-  "order": 17,
+  "order": 16.5,
   "runs": {
     "mythos-craft": {
       "note": {
diff --git a/models/claude-opus-4-7-cc.json b/models/claude-opus-4-7-cc.json
index e498150..406af91 100644
--- a/models/claude-opus-4-7-cc.json
+++ b/models/claude-opus-4-7-cc.json
@@ -4,7 +4,7 @@
   "harness": "Claude Code",
   "effort": "Max",
   "artifactDir": "claude-opus-4-7/claude-code-max",
-  "order": 14.7,
+  "order": 15,
   "runs": {
     "mythos-craft": {
       "note": {
diff --git a/models/claude-opus-4-7-cursor.json b/models/claude-opus-4-7-cursor.json
index 3c2f86a..af9bc6f 100644
--- a/models/claude-opus-4-7-cursor.json
+++ b/models/claude-opus-4-7-cursor.json
@@ -4,7 +4,7 @@
   "harness": "Cursor",
   "effort": "Max",
   "artifactDir": "claude-opus-4-7/cursor-max",
-  "order": 16,
+  "order": 15.5,
   "runs": {
     "mythos-craft": {
       "note": {
diff --git a/models/claude-opus-4-8-cc.json b/models/claude-opus-4-8-cc.json
index a04c49f..0228454 100644
--- a/models/claude-opus-4-8-cc.json
+++ b/models/claude-opus-4-8-cc.json
@@ -4,7 +4,7 @@
   "harness": "Claude Code",
   "effort": "Max",
   "artifactDir": "claude-opus-4-8/claude-code-max",
-  "order": 15,
+  "order": 14,
   "runs": {
     "mythos-craft": [
       {
diff --git a/models/glm-5-2.json b/models/glm-5-2.json
index cceb09e..4349192 100644
--- a/models/glm-5-2.json
+++ b/models/glm-5-2.json
@@ -4,7 +4,7 @@
   "harness": "ZCode",
   "effort": "Max",
   "artifactDir": "glm-5-2/zcode-max",
-  "order": 121,
+  "order": 119,
   "runs": {
     "mythos-craft": {
       "note": {
diff --git a/models/glm-5-turbo.json b/models/glm-5-turbo.json
index bc67582..e131234 100644
--- a/models/glm-5-turbo.json
+++ b/models/glm-5-turbo.json
@@ -4,7 +4,7 @@
   "harness": "ZCode",
   "effort": "Thinking",
   "artifactDir": "glm-5-turbo/zcode-thinking",
-  "order": 119,
+  "order": 121,
   "runs": {
     "mythos-craft": [
       {
diff --git a/models/mimo-v2-5-pro-ultraspeed.json b/models/mimo-v2-5-pro-ultraspeed.json
index 824795e..154bf3c 100644
--- a/models/mimo-v2-5-pro-ultraspeed.json
+++ b/models/mimo-v2-5-pro-ultraspeed.json
@@ -3,7 +3,7 @@
   "vendor": "Xiaomi",
   "harness": "Web",
   "effort": "Default",
-  "order": 99,
+  "order": 97.5,
   "runs": {
     "mythos-craft": [
       {