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Ops Development & AI Practice
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Ops Development & AI Practice

DevSecOps engineer sharing experiences and insights on AI, Web3, and Claude code development. Aims to help solve technical challenges, improve development efficiency, and grow through community interaction. Feel free to comment and discuss.

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Recent Articles

Latest from Ops Development & AI Practice

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Ops Development & AI Practice
Ops Development & AI Practice
Oct 14, 2026 · Industry Insights

Agent Can Draw SVG — Why diagram-design? Workflow, Rules & Maintenance Trade-offs

This article analyzes the diagram-design skill for coding agents, comparing it to direct Mermaid, PlantUML, and SVG generation. It explains how diagram-design adds reusable design rules, layout templates, style consistency, and validation checks, while highlighting maintenance costs, layout instability, font issues, and WeChat article constraints, concluding its value depends on existing team processes.

MermaidPlantUMLSVG
0 likes · 19 min read
Agent Can Draw SVG — Why diagram-design? Workflow, Rules & Maintenance Trade-offs
Ops Development & AI Practice
Ops Development & AI Practice
Oct 13, 2026 · Backend Development

nginx sub_filter Strips Cache Validators: Why SPA Entries Need Explicit Cache-Control

This article explains how nginx's sub_filter module removes Last-Modified and ETag headers during HTML replacement, why heuristic caching can still serve stale SPA entry pages, and how to explicitly set Cache-Control: no-cache while preserving security headers and retaining old hashed assets during deployments.

Cache ControlDeploymentETag
0 likes · 15 min read
nginx sub_filter Strips Cache Validators: Why SPA Entries Need Explicit Cache-Control
Ops Development & AI Practice
Ops Development & AI Practice
Oct 11, 2026 · Operations

DevOps vs SRE: What a Service Release Reveals About Their Core Differences

This article uses a service release scenario to distinguish DevOps and SRE, explaining how DevOps emphasizes collaborative delivery pipelines and feedback loops while SRE focuses on service-level objectives, error budgets, and eliminating toil through software engineering, showing both perspectives can apply to the same automation.

DevOpsError BudgetSLI
0 likes · 16 min read
DevOps vs SRE: What a Service Release Reveals About Their Core Differences
Ops Development & AI Practice
Ops Development & AI Practice
Oct 11, 2026 · R&D Management

Does AI-Generated Documentation Count as Knowledge Accumulation? A Practical Framework

The article evaluates whether using coding agents to write docs, Jira tasks, MR descriptions, and Skills constitutes real knowledge accumulation, proposing four criteria — findable, trustworthy, usable, updatable — and a workflow linking task evidence, ADRs, runbooks, tests, and Skills with continuous validation.

AI-assisted developmentCoding AgentsContext Engineering
0 likes · 24 min read
Does AI-Generated Documentation Count as Knowledge Accumulation? A Practical Framework
Ops Development & AI Practice
Ops Development & AI Practice
Oct 10, 2026 · Industry Insights

AI Codes Faster: Where Does Developer Value Go? An ESC Framework for System Ownership

This article uses the ESC framework to analyze how AI-assisted coding shifts developer value from implementation speed to problem definition, system design, and verification, illustrating with an alert governance example and a 90-day plan to transition from code writer to system owner.

90-day transformationAI-assisted codingESC framework
0 likes · 17 min read
AI Codes Faster: Where Does Developer Value Go? An ESC Framework for System Ownership
Ops Development & AI Practice
Ops Development & AI Practice
Oct 9, 2026 · Artificial Intelligence

AI Output Too Fast to Review? Adopt Aviation Writing Standards & Visual Aids

The article argues that AI generation speed outpaces human review capacity, creating a bottleneck. It proposes adopting aviation's Simplified Technical English principles—short sentences, consistent terminology, active voice, structured steps—to make AI outputs more readable. It also recommends diagrams for relationships, interactive web pages for parameter exploration, and explainer videos for complex reasoning, while preserving verification checkpoints with evidence, conditions, and risks.

AI output reviewASD-STE100Diagrams
0 likes · 16 min read
AI Output Too Fast to Review? Adopt Aviation Writing Standards & Visual Aids
Ops Development & AI Practice
Ops Development & AI Practice
Oct 8, 2026 · Artificial Intelligence

Why Xiaomi's MiMo Improved So Fast: Autonomous Training, Open-Source Misconceptions, and Talent Value Assessment

The article analyzes Xiaomi's MiMo model progress, clarifying its autonomous training foundation, distinguishing open-source reuse types, examining RL training costs, and evaluating talent impact versus commercial returns, arguing that technical output and organizational capability matter more than hype.

AI model evaluationLLM trainingMiMo
0 likes · 13 min read
Why Xiaomi's MiMo Improved So Fast: Autonomous Training, Open-Source Misconceptions, and Talent Value Assessment