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Add bilingual blog posts on Pod startup optimization for general and AI workloads#222

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Add bilingual blog posts on Pod startup optimization for general and AI workloads#222
Copilot wants to merge 2 commits intomainfrom
copilot/write-pod-startup-blogs

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Copilot AI commented Jan 28, 2026

Creates two blog posts based on existing Pod startup documentation: one covering general Kubernetes Pod optimization, another focused on GPU Pod cold start challenges in AI/ML scenarios.

Content Structure

General Pod Startup Optimization (pod-startup-speed*.md)

  • Four-stage optimization framework: API Server, scheduling, node startup, observability
  • Practical techniques: image optimization, parallel pulls, CPU management, probe tuning
  • Advanced patterns: Forensic Container Checkpointing, gVisor snapshots for Agent workloads

AI/GPU Pod Cold Start Optimization (gpu-pod-startup-ai*.md)

  • Three primary solutions: pre-warmed pools, serialization format optimization, lazy loading
  • Model format comparison: PyTorch pickle (12s) → TorchScript (7s) → Safetensors (5s) → ONNX (4s)
  • Kubernetes-level GPU scheduling and resource management strategies

Format Requirements

  • Narrative paragraph style with minimal bullet points for mobile reading (WeChat public account format)
  • HTML anchor tags for external links instead of markdown syntax
  • Line length ≤ 120 characters with proper blank lines around lists
  • Bilingual coverage: Chinese (*_zh.md) and English versions

Files Added

docs/blog/2026-01-28/
├── pod-startup-speed.md           (9.0 KB, English general)
├── pod-startup-speed_zh.md        (8.0 KB, Chinese general)
├── gpu-pod-startup-ai.md          (9.8 KB, English AI-focused)
└── gpu-pod-startup-ai_zh.md       (8.9 KB, Chinese AI-focused)

All content derived from docs/kubernetes/pod-startup-speed.md and docs/kubernetes/gpu-pod-cold-start.md with restructured presentation for blog format.

Original prompt

This section details on the original issue you should resolve

<issue_title>Pod 启动速度 2篇 blog</issue_title>
<issue_description>https://github.com/pacoxu/AI-Infra/blob/main/docs/kubernetes/pod-startup-speed.md
https://github.com/pacoxu/AI-Infra/blob/main/docs/kubernetes/gpu-pod-cold-start.md

根据上面内容 写两篇关于 Pod 启动速度的博客

  • 第一篇 通用版本
  • 第二篇 针对 AI 场景

中英文双语

减少链接使用,链接使用 非markdown形式展示。

请将以下内容改写成更适合公众号阅读的文案风格:
要求:

  • 避免通篇使用 bullet point(项目符号),减少“AI 味”。
  • 多使用自然段落、过渡语和叙述感,让文章更像人写的。
  • 阅读体验轻松、不疲劳,适合手机端长文阅读。
  • 保持原意不变,但让表达更流畅、有温度。
  • 篇幅适当控制下,有些例子可以不展开太多。</issue_description>

Comments on the Issue (you are @copilot in this section)


✨ Let Copilot coding agent set things up for you — coding agent works faster and does higher quality work when set up for your repo.

Co-authored-by: pacoxu <2010320+pacoxu@users.noreply.github.com>
Copilot AI changed the title [WIP] Add blogs on pod startup speed for general and AI scenarios Add bilingual blog posts on Pod startup optimization for general and AI workloads Jan 28, 2026
Copilot AI requested a review from pacoxu January 28, 2026 07:42
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Pod 启动速度 2篇 blog

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