Ops Development Stories
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Ops Development Stories

Maintained by a like‑minded team, covering both operations and development. Topics span Linux ops, DevOps toolchain, Kubernetes containerization, monitoring, log collection, network security, and Python or Go development. Team members: Qiao Ke, wanger, Dong Ge, Su Xin, Hua Zai, Zheng Ge, Teacher Xia.

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Recent Articles

Latest from Ops Development Stories

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Ops Development Stories
Ops Development Stories
Aug 20, 2025 · Databases

Master Elasticsearch: Core Concepts, Architecture, Queries & Performance for Interviews

This comprehensive guide covers Elasticsearch fundamentals—including core concepts, data model, cluster roles, indexing, mapping, inverted index, query DSL, aggregation, pagination, performance tuning, operational monitoring, security, high availability, and real‑world use cases—providing interview‑ready knowledge and practical tips for developers and ops engineers.

ElasticsearchQuery DSLSearch Engine
0 likes · 15 min read
Master Elasticsearch: Core Concepts, Architecture, Queries & Performance for Interviews
Ops Development Stories
Ops Development Stories
Aug 13, 2025 · Cloud Native

How to Build a Kubernetes Fault‑Diagnosis CLI with AI‑Powered Insights

This article walks through extending the K8s Chat command‑line tool by adding an ‘analyze event’ command that gathers warning‑level events and pod logs, stores them in a map, and sends the information to a large‑language model via OpenAI’s API to receive actionable troubleshooting recommendations, while also suggesting further enhancements such as self‑healing and visualization.

AICLIKubernetes
0 likes · 15 min read
How to Build a Kubernetes Fault‑Diagnosis CLI with AI‑Powered Insights
Ops Development Stories
Ops Development Stories
Jul 31, 2025 · Cloud Native

Why Vitpress + CNB Makes Blog Deployment a Breeze

This article walks through the author’s journey of building a lightweight blog with Vitpress, leveraging Cloud Native Build (CNB), EdgeOne CDN, and Obsidian plugins for image handling, providing step‑by‑step configuration and deployment scripts for a smooth, automated publishing workflow.

CNBObsidiandeployment
0 likes · 8 min read
Why Vitpress + CNB Makes Blog Deployment a Breeze
Ops Development Stories
Ops Development Stories
Jul 29, 2025 · Artificial Intelligence

Master AI Agents with LangGraph: Build Adaptive RAG, Translation, and ReAct Agents

This comprehensive guide explains what an AI Agent is, its core capabilities and design patterns, and walks through step‑by‑step implementations of RAG, Translation, and ReAct agents using LangGraph, complete with code samples, workflow diagrams, and practical tips for building personal ops knowledge‑base agents.

LLMLangGraphRAG
0 likes · 64 min read
Master AI Agents with LangGraph: Build Adaptive RAG, Translation, and ReAct Agents
Ops Development Stories
Ops Development Stories
Jul 25, 2025 · Cloud Native

How Kubernetes 1.33 Enables In‑Place Pod Resizing Without Restarts

Kubernetes 1.33 introduces in‑place vertical pod resizing, allowing administrators to adjust CPU and memory resources on running containers without restarting pods, reducing downtime for stateful workloads, improving cost efficiency, and integrating with VPA, while outlining implementation details, supported runtimes, limitations, and practical demos.

In‑Place Vertical ScalingKubernetesPod Resizing
0 likes · 18 min read
How Kubernetes 1.33 Enables In‑Place Pod Resizing Without Restarts
Ops Development Stories
Ops Development Stories
Jul 14, 2025 · Artificial Intelligence

Mastering AIOps: Prompt Engineering, Function Calling, RAG, Graph RAG, and Local LLM Deployment

This comprehensive guide explores AIOps techniques such as prompt engineering, chat completions, memory management, function calling, fine‑tuning, retrieval‑augmented generation (RAG), graph‑based RAG, and practical steps for deploying open‑source large language models locally, providing code examples and best‑practice recommendations for modern DevOps environments.

AIOpsFunction CallingLocal LLM Deployment
0 likes · 47 min read
Mastering AIOps: Prompt Engineering, Function Calling, RAG, Graph RAG, and Local LLM Deployment
Ops Development Stories
Ops Development Stories
Jul 1, 2025 · Artificial Intelligence

From Lean to AIOps: How AI is Transforming Modern Operations

This comprehensive guide walks through the evolution from Lean and Agile practices to DevOps and finally AIOps, explaining core concepts, key algorithms, the role of large language models, RAG‑based root‑cause analysis, and practical implementation steps for intelligent operations.

AIOpsLeanRAG
0 likes · 19 min read
From Lean to AIOps: How AI is Transforming Modern Operations