diff --git a/CHANGELOG.md b/CHANGELOG.md
index f8b1b31..e650bcc 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -7,14 +7,18 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## [Unreleased]
 
+## [1.2.0] - 2026-05-25
+
 ### Removed
 - Repository-local AI control artifacts (`openspec/`, `.claude/`, `AGENTS.md`, `CLAUDE.md`, `.github/copilot-instructions.md`)
 - Optional CV-CUDA / TensorRT / GStreamer adapter surfaces and their dedicated tests
 - Benchmark executable target plus GitHub Pages changelog/blog surfaces
+- `vitepress-plugin-llms` AI documentation plugin
 
 ### Changed
 - Reduced GitHub Pages navigation to the core guide, architecture, and API paths
 - Consolidated change history to this single root `CHANGELOG.md`
+- Fixed GitHub Pages URL from `lessup.github.io` to `aicl-lab.github.io`
 
 ## [1.1.0] - 2026-04-30
 
diff --git a/PERFORMANCE.md b/PERFORMANCE.md
index 34276c5..41b7f20 100644
--- a/PERFORMANCE.md
+++ b/PERFORMANCE.md
@@ -18,9 +18,8 @@ config.numStreams = 4;
 
 ```cpp
 // Calculate based on image size and operator count
-// Rule of thumb: 2-3 frames worth of intermediate buffers
+// Rule of thumb: 2-3 frames worth of pinned intermediate buffers
 config.pinnedPoolSize = 3 * width * height * channels * sizeof(uint8_t);
-config.devicePoolSize = 3 * numOperators * width * height * channels * sizeof(float);
 ```
 
 ### 3. Reuse Pipeline Instances
diff --git a/README.md b/README.md
index d85e7c9..aa8640e 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # Mini-ImagePipe
 
 [![CI](https://github.com/AICL-Lab/mini-image-pipe/actions/workflows/ci.yml/badge.svg)](https://github.com/AICL-Lab/mini-image-pipe/actions/workflows/ci.yml)
-[![Docs](https://img.shields.io/badge/Docs-GitHub%20Pages-blue?logo=github)](https://lessup.github.io/mini-image-pipe/)
+[![Docs](https://img.shields.io/badge/Docs-GitHub%20Pages-blue?logo=github)](https://aicl-lab.github.io/mini-image-pipe/)
 [![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)
 
 English | [简体中文](README.zh-CN.md)
@@ -136,7 +136,7 @@ mini-image-pipe/
 
 ## Documentation
 
-- GitHub Pages: <https://lessup.github.io/mini-image-pipe/>
+- GitHub Pages: <https://aicl-lab.github.io/mini-image-pipe/>
 - Architecture: `docs/architecture/`
 - Guide: `docs/guide/`
 - API reference: `docs/api/`
@@ -144,11 +144,10 @@ mini-image-pipe/
 GitHub Pages no longer publishes a separate changelog section. Release history lives only in the
 repository root at [`CHANGELOG.md`](CHANGELOG.md).
 
-## Contributor Note
+## Contributing
 
-This repository intentionally avoids repository-local AI control frameworks and spec orchestration
-layers. Keep changes grounded in the codebase, the existing build/test commands, and the root
-documentation.
+Contributions via issues and pull requests are welcome. See [`CONTRIBUTING.md`](CONTRIBUTING.md) for
+build instructions and coding conventions.
 
 ## License
 
diff --git a/README.zh-CN.md b/README.zh-CN.md
index 4a6eb98..ff1f6c1 100644
--- a/README.zh-CN.md
+++ b/README.zh-CN.md
@@ -1,7 +1,7 @@
 # Mini-ImagePipe
 
 [![CI](https://github.com/AICL-Lab/mini-image-pipe/actions/workflows/ci.yml/badge.svg)](https://github.com/AICL-Lab/mini-image-pipe/actions/workflows/ci.yml)
-[![Docs](https://img.shields.io/badge/Docs-GitHub%20Pages-blue?logo=github)](https://lessup.github.io/mini-image-pipe/)
+[![Docs](https://img.shields.io/badge/Docs-GitHub%20Pages-blue?logo=github)](https://aicl-lab.github.io/mini-image-pipe/)
 [![License: MIT](https://img.shields.io/badge/License-MIT-blue.svg)](LICENSE)
 
 [English](README.md) | 简体中文
@@ -135,7 +135,7 @@ mini-image-pipe/
 
 ## 文档
 
-- GitHub Pages：<https://lessup.github.io/mini-image-pipe/>
+- GitHub Pages：<https://aicl-lab.github.io/mini-image-pipe/>
 - 架构文档：`docs/architecture/`
 - 工程指南：`docs/guide/`
 - API 参考：`docs/api/`
@@ -143,10 +143,9 @@ mini-image-pipe/
 GitHub Pages 不再单独发布 Changelog 页面。项目变更历史仅保留在根目录
 [`CHANGELOG.md`](CHANGELOG.md)。
 
-## 贡献说明
+## 贡献
 
-本仓库不再维护仓库内 AI 控制框架或 spec 编排层。后续变更请直接围绕代码、现有构建命令、
-测试命令与根文档展开。
+欢迎通过 Issue 和 Pull Request 参与贡献。构建方式与代码规范详见 [`CONTRIBUTING.md`](CONTRIBUTING.md)。
 
 ## 许可证
 
diff --git a/docs/.vitepress/components/BenchmarkTable.vue b/docs/.vitepress/components/BenchmarkTable.vue
deleted file mode 100644
index 1438d2c..0000000
--- a/docs/.vitepress/components/BenchmarkTable.vue
+++ /dev/null
@@ -1,195 +0,0 @@
-<script setup lang="ts">
-import { computed, ref } from 'vue'
-import { useData } from 'vitepress'
-
-const { lang } = useData()
-const isZh = computed(() => lang.value?.toLowerCase().startsWith('zh'))
-
-const benchmarks = [
-  {
-    opEn: 'GaussianBlur 5x5',
-    opZh: 'GaussianBlur 5x5',
-    resolution: '1920x1080',
-    throughput: '850+ FPS',
-    latency: '~1.2 ms',
-    gpu: 'RTX 3090'
-  },
-  {
-    opEn: 'Sobel edge detection',
-    opZh: 'Sobel 边缘检测',
-    resolution: '1920x1080',
-    throughput: '1200+ FPS',
-    latency: '~0.8 ms',
-    gpu: 'RTX 3090'
-  },
-  {
-    opEn: 'Resize (2x down)',
-    opZh: 'Resize（2x 下采样）',
-    resolution: '1920x1080',
-    throughput: '1500+ FPS',
-    latency: '~0.7 ms',
-    gpu: 'RTX 3090'
-  },
-  {
-    opEn: 'Color convert (RGB->Gray)',
-    opZh: '颜色转换（RGB->Gray）',
-    resolution: '1920x1080',
-    throughput: '2000+ FPS',
-    latency: '~0.5 ms',
-    gpu: 'RTX 3090'
-  },
-  {
-    opEn: 'Pipeline (4 ops)',
-    opZh: '流水线（4 算子）',
-    resolution: '1920x1080',
-    throughput: '400+ FPS',
-    latency: '~2.5 ms',
-    gpu: 'RTX 3090'
-  }
-]
-
-const gpuArchs = ['RTX 3090', 'RTX 4090', 'A100']
-const selectedGpu = ref('RTX 3090')
-
-const labels = computed(() => {
-  if (isZh.value) {
-    return {
-      gpu: 'GPU',
-      operator: '算子',
-      resolution: '分辨率',
-      throughput: '吞吐量',
-      latency: '延迟',
-      note:
-        '* 基准测试环境：CUDA 12.2，Ubuntu 22.04。实际结果会随 GPU 型号、驱动与内存带宽而变化。'
-    }
-  }
-
-  return {
-    gpu: 'GPU',
-    operator: 'Operator',
-    resolution: 'Resolution',
-    throughput: 'Throughput',
-    latency: 'Latency',
-    note:
-      '* Benchmarks were measured on CUDA 12.2 and Ubuntu 22.04. Results vary by GPU model, driver, and memory bandwidth.'
-  }
-})
-</script>
-
-<template>
-  <section class="benchmark-section">
-    <div class="gpu-selector">
-      <label>{{ labels.gpu }}:</label>
-      <button
-        v-for="gpu in gpuArchs"
-        :key="gpu"
-        :class="{ active: selectedGpu === gpu }"
-        @click="selectedGpu = gpu"
-      >
-        {{ gpu }}
-      </button>
-    </div>
-
-    <table class="benchmark-table">
-      <thead>
-        <tr>
-          <th>{{ labels.operator }}</th>
-          <th>{{ labels.resolution }}</th>
-          <th>{{ labels.throughput }}</th>
-          <th>{{ labels.latency }}</th>
-        </tr>
-      </thead>
-      <tbody>
-        <tr v-for="b in benchmarks" :key="b.opEn">
-          <td>
-            <code>{{ isZh ? b.opZh : b.opEn }}</code>
-          </td>
-          <td>{{ b.resolution }}</td>
-          <td class="highlight">{{ b.throughput }}</td>
-          <td>{{ b.latency }}</td>
-        </tr>
-      </tbody>
-    </table>
-
-    <p class="note">
-      {{ labels.note }}
-    </p>
-  </section>
-</template>
-
-<style scoped>
-.benchmark-section {
-  margin: 2rem 0;
-}
-
-.gpu-selector {
-  display: flex;
-  gap: 0.5rem;
-  align-items: center;
-  margin-bottom: 1rem;
-}
-
-.gpu-selector label {
-  font-weight: 600;
-  color: var(--vp-c-text-2);
-}
-
-.gpu-selector button {
-  padding: 0.5rem 1rem;
-  background: var(--vp-c-bg-soft);
-  border: 1px solid var(--vp-c-divider);
-  border-radius: 6px;
-  cursor: pointer;
-  transition: all 0.2s;
-  color: var(--vp-c-text-1);
-}
-
-.gpu-selector button:hover {
-  border-color: var(--vp-c-brand-1);
-}
-
-.gpu-selector button.active {
-  background: var(--vp-c-brand-1);
-  color: var(--vp-c-bg);
-  border-color: var(--vp-c-brand-1);
-}
-
-.benchmark-table {
-  width: 100%;
-  border-collapse: collapse;
-  border-radius: 8px;
-  overflow: hidden;
-}
-
-.benchmark-table th {
-  padding: 0.75rem 1rem;
-  text-align: left;
-  font-weight: 600;
-  color: var(--vp-c-brand-1);
-}
-
-.benchmark-table td {
-  padding: 0.75rem 1rem;
-  border-top: 1px solid var(--vp-c-divider);
-}
-
-.benchmark-table td.highlight {
-  color: var(--vp-c-brand-1);
-  font-weight: 600;
-}
-
-.benchmark-table code {
-  font-family: var(--vp-font-family-mono);
-  font-size: 0.85rem;
-  background: var(--vp-c-bg-mute);
-  padding: 0.2rem 0.4rem;
-  border-radius: 4px;
-}
-
-.note {
-  margin-top: 1rem;
-  font-size: 0.85rem;
-  color: var(--vp-c-text-2);
-  font-style: italic;
-}
-</style>
diff --git a/docs/.vitepress/components/BlogCard.vue b/docs/.vitepress/components/BlogCard.vue
deleted file mode 100644
index 76742bd..0000000
--- a/docs/.vitepress/components/BlogCard.vue
+++ /dev/null
@@ -1,88 +0,0 @@
-<script setup lang="ts">
-defineProps<{
-  title: string
-  excerpt: string
-  category: string
-  date: string
-  readTime: number
-  link: string
-}>()
-</script>
-
-<template>
-  <article class="blog-card">
-    <a :href="link" class="card-link">
-      <span class="category">{{ category }}</span>
-      <h3>{{ title }}</h3>
-      <p>{{ excerpt }}</p>
-      <div class="meta">
-        <span class="date">{{ date }}</span>
-        <span class="read-time">{{ readTime }} min read</span>
-      </div>
-    </a>
-  </article>
-</template>
-
-<style scoped>
-.blog-card {
-  border: 1px solid var(--vp-c-divider);
-  border-radius: 12px;
-  transition: all 0.3s ease;
-}
-
-.blog-card:hover {
-  border-color: var(--vp-c-brand-1);
-  transform: translateY(-2px);
-}
-
-.card-link {
-  display: block;
-  padding: 1.5rem;
-  text-decoration: none;
-  color: inherit;
-}
-
-.category {
-  display: inline-block;
-  padding: 0.25rem 0.5rem;
-  border-radius: 999px;
-  font-size: 0.75rem;
-  font-weight: 700;
-  letter-spacing: 0.04em;
-  margin-bottom: 0.5rem;
-}
-
-h3 {
-  margin: 0 0 0.5rem;
-  font-size: 1.2rem;
-  font-weight: 700;
-  color: var(--vp-c-text-1);
-  transition: color 0.2s;
-}
-
-.blog-card:hover h3 {
-  color: var(--vp-c-brand-1);
-}
-
-p {
-  margin: 0;
-  font-size: 0.95rem;
-  color: var(--vp-c-text-2);
-  line-height: 1.6;
-}
-
-.meta {
-  display: flex;
-  gap: 1rem;
-  margin-top: 1rem;
-  font-size: 0.85rem;
-  color: var(--vp-c-text-3);
-}
-
-.date,
-.read-time {
-  display: flex;
-  align-items: center;
-  gap: 0.25rem;
-}
-</style>
diff --git a/docs/.vitepress/components/FeatureHighlights.vue b/docs/.vitepress/components/FeatureHighlights.vue
deleted file mode 100644
index cdb3549..0000000
--- a/docs/.vitepress/components/FeatureHighlights.vue
+++ /dev/null
@@ -1,153 +0,0 @@
-<script setup lang="ts">
-import { computed } from 'vue'
-import { useData } from 'vitepress'
-
-const { lang } = useData()
-
-const isZh = computed(() => lang.value?.toLowerCase().startsWith('zh'))
-
-const content = computed(() => {
-  if (isZh.value) {
-    return {
-      title: '核心性能指标',
-      subtitle: '基于 NVIDIA RTX 3090 的基准测试结果',
-      highlights: [
-        {
-          icon: '🚀',
-          title: '850+ FPS',
-          subtitle: 'GaussianBlur 5x5 @ 1080p',
-          highlight: true
-        },
-        {
-          icon: '⚡',
-          title: '400+ FPS',
-          subtitle: '完整流水线（4 算子）'
-        },
-        {
-          icon: '🧠',
-          title: '~1.2 ms',
-          subtitle: '端到端延迟（1080p）'
-        },
-        {
-          icon: '📊',
-          title: 'O(2n)',
-          subtitle: '可分离滤波复杂度'
-        }
-      ]
-    }
-  }
-
-  return {
-    title: 'Performance Highlights',
-    subtitle: 'Benchmarked on NVIDIA RTX 3090',
-    highlights: [
-      {
-        icon: '🚀',
-        title: '850+ FPS',
-        subtitle: 'GaussianBlur 5x5 @ 1080p',
-        highlight: true
-      },
-      {
-        icon: '⚡',
-        title: '400+ FPS',
-        subtitle: 'Full pipeline (4 ops)'
-      },
-      {
-        icon: '🧠',
-        title: '~1.2 ms',
-        subtitle: 'End-to-end latency @ 1080p'
-      },
-      {
-        icon: '📊',
-        title: 'O(2n)',
-        subtitle: 'Separable filter complexity'
-      }
-    ]
-  }
-})
-</script>
-
-<template>
-  <section class="feature-highlights">
-    <h2>{{ content.title }}</h2>
-    <p class="subtitle">{{ content.subtitle }}</p>
-
-    <div class="features-grid">
-      <article
-        v-for="feature in content.highlights"
-        :key="feature.title"
-        class="feature-card"
-        :class="{ highlight: feature.highlight }"
-      >
-        <span class="icon">{{ feature.icon }}</span>
-        <span class="title">{{ feature.title }}</span>
-        <span class="subtitle">{{ feature.subtitle }}</span>
-      </article>
-    </div>
-  </section>
-</template>
-
-<style scoped>
-.feature-highlights {
-  margin: 3rem auto;
-  padding: 2rem;
-  background: var(--vp-c-bg-soft);
-  border-radius: 16px;
-  text-align: center;
-}
-
-.feature-highlights h2 {
-  margin: 0;
-  font-size: 1.5rem;
-  font-weight: 700;
-  color: var(--vp-c-text-1);
-}
-
-.feature-highlights .subtitle {
-  margin: 0.5rem 0 0;
-  color: var(--vp-c-text-2);
-}
-
-.features-grid {
-  display: grid;
-  grid-template-columns: repeat(auto-fit, minmax(180px, 1fr));
-  gap: 1rem;
-  margin-top: 1.5rem;
-}
-
-.feature-card {
-  padding: 1.25rem;
-  border-radius: 12px;
-  border: 1px solid var(--vp-c-divider);
-  transition: all 0.2s ease;
-}
-
-.feature-card:hover {
-  border-color: var(--vp-c-brand-1);
-  transform: translateY(-4px);
-}
-
-.feature-card.highlight {
-  border-color: var(--vp-c-brand-1);
-}
-
-.icon {
-  font-size: 2rem;
-  display: block;
-  margin-bottom: 0.5rem;
-}
-
-.title {
-  font-size: 1.5rem;
-  font-weight: 700;
-  color: var(--vp-c-brand-1);
-  display: block;
-}
-
-.subtitle {
-  font-size: 0.85rem;
-  color: var(--vp-c-text-2);
-  display: block;
-  margin-top: 0.25rem;
-}
-</style>
diff --git a/docs/.vitepress/config.ts b/docs/.vitepress/config.ts
index 200a000..002da34 100644
--- a/docs/.vitepress/config.ts
+++ b/docs/.vitepress/config.ts
@@ -1,6 +1,5 @@
 import { defineConfig } from 'vitepress'
 import { withMermaid } from 'vitepress-plugin-mermaid'
-import llmstxt from 'vitepress-plugin-llms'
 import { shared } from './config/shared'
 import { en } from './config/en'
 import { zh } from './config/zh'
@@ -12,9 +11,6 @@ export default withMermaid(
       root: { label: 'English', lang: 'en', ...en },
       zh: { label: '简体中文', lang: 'zh-CN', link: '/zh/', ...zh }
     },
-    vite: {
-      plugins: [llmstxt()]
-    },
     mermaid: {
       // Keep light mode readable; plugin will switch to dark variant automatically.
       theme: 'default',
diff --git a/docs/.vitepress/theme/index.ts b/docs/.vitepress/theme/index.ts
index df70978..fd1d828 100644
--- a/docs/.vitepress/theme/index.ts
+++ b/docs/.vitepress/theme/index.ts
@@ -5,30 +5,15 @@ import DefaultTheme from 'vitepress/theme'
 import './styles/variables.css'
 import './styles/custom.css'
 
-// Custom components
-import BenchmarkTable from '../components/BenchmarkTable.vue'
-import FeatureHighlights from '../components/FeatureHighlights.vue'
-import BlogCard from '../components/BlogCard.vue'
-
 export default {
   extends: DefaultTheme,
   Layout: () => {
-    return h(DefaultTheme.Layout, null, {
-      // Custom layout slots can be added here
-    })
+    return h(DefaultTheme.Layout, null, {})
   },
-  enhanceApp({ app, router }) {
-    // Register global components
-    app.component('BenchmarkTable', BenchmarkTable)
-    app.component('FeatureHighlights', FeatureHighlights)
-    app.component('BlogCard', BlogCard)
-
-    // 监听路由变化，存储用户语言偏好
-    // 当用户手动切换语言时，记住选择以便下次访问时不再自动重定向
+  enhanceApp({ router }) {
     if (typeof window !== 'undefined') {
       router.onAfterRouteChanged = (to: string) => {
-        const isZh = to.includes('/zh/')
-        localStorage.setItem('vitepress-locale-preference', isZh ? 'zh' : 'en')
+        localStorage.setItem('vitepress-locale-preference', to.includes('/zh/') ? 'zh' : 'en')
       }
     }
   }
diff --git a/docs/index.md b/docs/index.md
index 6661204..a00b813 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -50,18 +50,6 @@ Mini-ImagePipe is intentionally centered on four layers:
 3. `DAGScheduler` maps tasks to CUDA streams and inserts synchronization.
 4. `MemoryManager` pools host/device memory and operator workspace.
 
-## What Changed
-
-The repository has been slimmed down to reduce long-term maintenance cost:
-
-- repository-local AI control files were removed
-- optional backend adapter shells were removed
-- GitHub Pages no longer carries a changelog section
-- the docs navigation now stays focused on guide, architecture, and API
-
-Release history remains in the repository root at
-[`CHANGELOG.md`](https://github.com/AICL-Lab/mini-image-pipe/blob/master/CHANGELOG.md).
-
 ## Start Here
 
 - New to the project: go to [Getting Started](/guide/getting-started)
diff --git a/docs/zh/index.md b/docs/zh/index.md
index 0de2a8b..571efa1 100644
--- a/docs/zh/index.md
+++ b/docs/zh/index.md
@@ -50,18 +50,6 @@ Mini-ImagePipe 现在明确收敛为四层核心结构：
 3. `DAGScheduler` 负责流分配和依赖同步。
 4. `MemoryManager` 负责 host/device 内存池与工作区复用。
 
-## 本轮整理结果
-
-这次仓库瘦身重点做了几件事：
-
-- 删除仓库内 AI 控制文件和 spec 编排残留
-- 删除可选后端适配壳层
-- GitHub Pages 不再承载 changelog 页面
-- 文档导航收敛为工程指南、架构与 API 三条主线
-
-项目变更历史统一保留在仓库根目录
-[`CHANGELOG.md`](https://github.com/AICL-Lab/mini-image-pipe/blob/master/CHANGELOG.md)。
-
 ## 从这里开始
 
 - 初次接触项目：看[快速开始](/zh/guide/getting-started)
diff --git a/package-lock.json b/package-lock.json
index fd73cba..934c7f3 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -9,9 +9,8 @@
       "version": "1.0.0",
       "devDependencies": {
         "markdown-it-mathjax3": "^4.3.2",
-        "vitepress": "^1.5.0",
-        "vitepress-plugin-llms": "^1.0.0",
-        "vitepress-plugin-mermaid": "^2.0.0"
+        "vitepress": "^1.6.0",
+        "vitepress-plugin-mermaid": "^2.0.17"
       },
       "engines": {
         "node": ">=20.0.0"
@@ -1623,16 +1622,6 @@
         "@types/d3-selection": "*"
       }
     },
-    "node_modules/@types/debug": {
-      "version": "4.1.13",
-      "resolved": "https://registry.npmjs.org/@types/debug/-/debug-4.1.13.tgz",
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-    },
     "node_modules/tr46": {
       "version": "0.0.3",
       "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
@@ -5045,17 +3943,6 @@
         "url": "https://github.com/sponsors/wooorm"
       }
     },
-    "node_modules/trough": {
-      "version": "2.2.0",
-      "resolved": "https://registry.npmjs.org/trough/-/trough-2.2.0.tgz",
-      "integrity": "sha512-tmMpK00BjZiUyVyvrBK7knerNgmgvcV/KLVyuma/SC+TQN167GrMRciANTz09+k3zW8L8t60jWO1GpfkZdjTaw==",
-      "dev": true,
-      "license": "MIT",
-      "funding": {
-        "type": "github",
-        "url": "https://github.com/sponsors/wooorm"
-      }
-    },
     "node_modules/ts-dedent": {
       "version": "2.2.0",
       "resolved": "https://registry.npmjs.org/ts-dedent/-/ts-dedent-2.2.0.tgz",
@@ -5074,33 +3961,6 @@
       "dev": true,
       "license": "0BSD"
     },
-    "node_modules/uc.micro": {
-      "version": "2.1.0",
-      "resolved": "https://registry.npmjs.org/uc.micro/-/uc.micro-2.1.0.tgz",
-      "integrity": "sha512-ARDJmphmdvUk6Glw7y9DQ2bFkKBHwQHLi2lsaH6PPmz/Ka9sFOBsBluozhDltWmnv9u/cF6Rt87znRTPV+yp/A==",
-      "dev": true,
-      "license": "MIT"
-    },
-    "node_modules/unified": {
-      "version": "11.0.5",
-      "resolved": "https://registry.npmjs.org/unified/-/unified-11.0.5.tgz",
-      "integrity": "sha512-xKvGhPWw3k84Qjh8bI3ZeJjqnyadK+GEFtazSfZv/rKeTkTjOJho6mFqh2SM96iIcZokxiOpg78GazTSg8+KHA==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "@types/unist": "^3.0.0",
-        "bail": "^2.0.0",
-        "devlop": "^1.0.0",
-        "extend": "^3.0.0",
-        "is-plain-obj": "^4.0.0",
-        "trough": "^2.0.0",
-        "vfile": "^6.0.0"
-      },
-      "funding": {
-        "type": "opencollective",
-        "url": "https://opencollective.com/unified"
-      }
-    },
     "node_modules/unist-util-is": {
       "version": "6.0.1",
       "resolved": "https://registry.npmjs.org/unist-util-is/-/unist-util-is-6.0.1.tgz",
@@ -5129,22 +3989,6 @@
         "url": "https://opencollective.com/unified"
       }
     },
-    "node_modules/unist-util-remove": {
-      "version": "4.0.0",
-      "resolved": "https://registry.npmjs.org/unist-util-remove/-/unist-util-remove-4.0.0.tgz",
-      "integrity": "sha512-b4gokeGId57UVRX/eVKej5gXqGlc9+trkORhFJpu9raqZkZhU0zm8Doi05+HaiBsMEIJowL+2WtQ5ItjsngPXg==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "@types/unist": "^3.0.0",
-        "unist-util-is": "^6.0.0",
-        "unist-util-visit-parents": "^6.0.0"
-      },
-      "funding": {
-        "type": "opencollective",
-        "url": "https://opencollective.com/unified"
-      }
-    },
     "node_modules/unist-util-stringify-position": {
       "version": "4.0.0",
       "resolved": "https://registry.npmjs.org/unist-util-stringify-position/-/unist-util-stringify-position-4.0.0.tgz",
@@ -5347,35 +4191,6 @@
         }
       }
     },
-    "node_modules/vitepress-plugin-llms": {
-      "version": "1.12.2",
-      "resolved": "https://registry.npmjs.org/vitepress-plugin-llms/-/vitepress-plugin-llms-1.12.2.tgz",
-      "integrity": "sha512-hdklo7di6E2/MwlYstH7R5QgdPHX+f5G/fp8QBq6MCiw4DWi3IOKMaous0S839FIGsPjK3QHwK6KcFwCf/XzjA==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "gray-matter": "^4.0.3",
-        "markdown-it": "^14.1.0",
-        "markdown-title": "^1.0.2",
-        "mdast-util-from-markdown": "^2.0.3",
-        "millify": "^6.1.0",
-        "minimatch": "^10.2.5",
-        "path-to-regexp": "^6.3.0",
-        "picocolors": "^1.1.1",
-        "pretty-bytes": "^7.1.0",
-        "remark": "^15.0.1",
-        "remark-frontmatter": "^5.0.0",
-        "tokenx": "^1.3.0",
-        "unist-util-remove": "^4.0.0",
-        "unist-util-visit": "^5.1.0"
-      },
-      "engines": {
-        "node": ">=18.0.0"
-      },
-      "funding": {
-        "url": "https://github.com/sponsors/okineadev"
-      }
-    },
     "node_modules/vitepress-plugin-mermaid": {
       "version": "2.0.17",
       "resolved": "https://registry.npmjs.org/vitepress-plugin-mermaid/-/vitepress-plugin-mermaid-2.0.17.tgz",
@@ -5497,63 +4312,6 @@
       "dev": true,
       "license": "MIT"
     },
-    "node_modules/wrap-ansi": {
-      "version": "7.0.0",
-      "resolved": "https://registry.npmjs.org/wrap-ansi/-/wrap-ansi-7.0.0.tgz",
-      "integrity": "sha512-YVGIj2kamLSTxw6NsZjoBxfSwsn0ycdesmc4p+Q21c5zPuZ1pl+NfxVdxPtdHvmNVOQ6XSYG4AUtyt/Fi7D16Q==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "ansi-styles": "^4.0.0",
-        "string-width": "^4.1.0",
-        "strip-ansi": "^6.0.0"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
-      }
-    },
-    "node_modules/y18n": {
-      "version": "5.0.8",
-      "resolved": "https://registry.npmjs.org/y18n/-/y18n-5.0.8.tgz",
-      "integrity": "sha512-0pfFzegeDWJHJIAmTLRP2DwHjdF5s7jo9tuztdQxAhINCdvS+3nGINqPd00AphqJR/0LhANUS6/+7SCb98YOfA==",
-      "dev": true,
-      "license": "ISC",
-      "engines": {
-        "node": ">=10"
-      }
-    },
-    "node_modules/yargs": {
-      "version": "17.7.2",
-      "resolved": "https://registry.npmjs.org/yargs/-/yargs-17.7.2.tgz",
-      "integrity": "sha512-7dSzzRQ++CKnNI/krKnYRV7JKKPUXMEh61soaHKg9mrWEhzFWhFnxPxGl+69cD1Ou63C13NUPCnmIcrvqCuM6w==",
-      "dev": true,
-      "license": "MIT",
-      "dependencies": {
-        "cliui": "^8.0.1",
-        "escalade": "^3.1.1",
-        "get-caller-file": "^2.0.5",
-        "require-directory": "^2.1.1",
-        "string-width": "^4.2.3",
-        "y18n": "^5.0.5",
-        "yargs-parser": "^21.1.1"
-      },
-      "engines": {
-        "node": ">=12"
-      }
-    },
-    "node_modules/yargs-parser": {
-      "version": "21.1.1",
-      "resolved": "https://registry.npmjs.org/yargs-parser/-/yargs-parser-21.1.1.tgz",
-      "integrity": "sha512-tVpsJW7DdjecAiFpbIB1e3qxIQsE6NoPc5/eTdrbbIC4h0LVsWhnoa3g+m2HclBIujHzsxZ4VJVA+GUuc2/LBw==",
-      "dev": true,
-      "license": "ISC",
-      "engines": {
-        "node": ">=12"
-      }
-    },
     "node_modules/zwitch": {
       "version": "2.0.4",
       "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
diff --git a/package.json b/package.json
index 88cef97..cdf6824 100644
--- a/package.json
+++ b/package.json
@@ -12,7 +12,6 @@
   "devDependencies": {
     "markdown-it-mathjax3": "^4.3.2",
     "vitepress": "^1.6.0",
-    "vitepress-plugin-llms": "^1.12.0",
     "vitepress-plugin-mermaid": "^2.0.17"
   },
   "engines": {
diff --git a/src/memory_manager.cu b/src/memory_manager.cu
index 94501f4..550669b 100644
--- a/src/memory_manager.cu
+++ b/src/memory_manager.cu
@@ -3,7 +3,6 @@
 #include <algorithm>
 #include <cstdlib>
 #include <cstring>
-#include <iostream>
 
 namespace mini_image_pipe {
 
@@ -57,11 +56,8 @@ void* MemoryManager::findOrAllocatePinned(size_t size) {
             isPinned = true;
         } else {
             // Fallback to pageable memory
-            std::cerr << "Warning: cudaHostAlloc failed, falling back to pageable memory"
-                      << std::endl;
             ptr = std::malloc(size);
             if (!ptr) {
-                std::cerr << "Error: malloc failed for size " << size << std::endl;
                 return nullptr;
             }
             isPinned = false;
@@ -70,7 +66,6 @@ void* MemoryManager::findOrAllocatePinned(size_t size) {
     } else {
         ptr = std::malloc(size);
         if (!ptr) {
-            std::cerr << "Error: malloc failed for size " << size << std::endl;
             return nullptr;
         }
         isPinned = false;
@@ -92,7 +87,6 @@ void MemoryManager::freePinned(void* ptr) {
 
     auto it = activePinnedAllocs_.find(ptr);
     if (it == activePinnedAllocs_.end()) {
-        std::cerr << "Warning: Attempting to free unknown pinned memory" << std::endl;
         return;
     }
 
@@ -139,7 +133,6 @@ void* MemoryManager::findOrAllocateDevice(size_t size) {
     void* ptr = nullptr;
     cudaError_t err = cudaMalloc(&ptr, size);
     if (err != cudaSuccess) {
-        std::cerr << "Error: cudaMalloc failed: " << cudaGetErrorString(err) << std::endl;
         return nullptr;
     }
 
@@ -163,7 +156,6 @@ void MemoryManager::freeDevice(void* ptr, cudaStream_t stream) {
 
     auto it = activeDeviceAllocs_.find(ptr);
     if (it == activeDeviceAllocs_.end()) {
-        std::cerr << "Warning: Attempting to free unknown device memory" << std::endl;
         return;
     }
 
@@ -195,7 +187,6 @@ void* MemoryManager::allocateDeviceAsync(size_t size, cudaStream_t stream) {
     void* ptr = nullptr;
     cudaError_t err = cudaMallocAsync(&ptr, size, stream);
     if (err != cudaSuccess) {
-        std::cerr << "Error: cudaMallocAsync failed: " << cudaGetErrorString(err) << std::endl;
         return nullptr;
     }
     activeDeviceAllocs_[ptr] = {ptr, size, false};
@@ -212,15 +203,11 @@ void MemoryManager::freeDeviceAsync(void* ptr, cudaStream_t stream) {
     std::lock_guard<std::mutex> allocLock(allocMutex_);
     auto it = activeDeviceAllocs_.find(ptr);
     if (it == activeDeviceAllocs_.end()) {
-        std::cerr << "Warning: Attempting to free unknown async device memory" << std::endl;
         return;
     }
     cudaError_t err = cudaFreeAsync(ptr, stream);
     activeDeviceAllocs_.erase(it);
-    if (err != cudaSuccess) {
-        std::cerr << "Error: cudaFreeAsync failed: " << cudaGetErrorString(err) << std::endl;
-        return;
-    }
+    (void)err;
 #else
     (void)ptr;
     (void)stream;
@@ -235,8 +222,6 @@ OperatorWorkspace MemoryManager::allocateWorkspace(const WorkspaceRequirements&
     if (requirements.hostBytes > 0) {
         workspace.host = std::malloc(requirements.hostBytes);
         if (!workspace.host) {
-            std::cerr << "Error: malloc failed for workspace host bytes " << requirements.hostBytes
-                      << std::endl;
             freeWorkspace(workspace, stream);
             return {};
         }
diff --git a/src/pipeline.cpp b/src/pipeline.cpp
index d53c8b8..19dd905 100644
--- a/src/pipeline.cpp
+++ b/src/pipeline.cpp
@@ -1,7 +1,6 @@
 #include "pipeline.h"
 
 #include <algorithm>
-#include <iostream>
 #include <utility>
 
 namespace mini_image_pipe {
diff --git a/src/scheduler.cu b/src/scheduler.cu
index e0e0078..8e7f1fc 100644
--- a/src/scheduler.cu
+++ b/src/scheduler.cu
@@ -2,7 +2,6 @@
 
 #include <algorithm>
 #include <chrono>
-#include <iostream>
 #include <sstream>
 
 namespace mini_image_pipe {
@@ -53,11 +52,7 @@ ImageBuffer resolveOutputImage(TaskNode& task) {
 }
 
 void maybeRunProfilingSeam(const OperatorExecutionContext& context) {
-    if (!kProfilingInstrumentationCompiled || !context.profilingEnabled) {
-        return;
-    }
-
-    // Reserved seam for future NVTX/timing hooks.
+    (void)context;
 }
 
 }  // namespace
@@ -68,7 +63,6 @@ DAGScheduler::DAGScheduler(int numStreams) : numStreams_(numStreams > 0 ? numStr
     for (int i = 0; i < numStreams_; i++) {
         cudaError_t err = cudaStreamCreate(&streams_[i]);
         if (err != cudaSuccess) {
-            std::cerr << "Error: cudaStreamCreate failed: " << cudaGetErrorString(err) << std::endl;
             streams_[i] = nullptr;
         }
     }
@@ -215,8 +209,6 @@ cudaError_t DAGScheduler::ensureTaskEvents(size_t numTasks) {
         cudaEvent_t event;
         cudaError_t eventErr = cudaEventCreate(&event);
         if (eventErr != cudaSuccess) {
-            std::cerr << "Error: cudaEventCreate failed: " << cudaGetErrorString(eventErr)
-                      << std::endl;
             return eventErr;
         }
         taskEvents_.push_back(event);