# ai-coding-agent

Published articles for ai-coding-agent.

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## 尽职编程：AI Coding 时代的个体产出差异的来源

DevFeed: [尽职编程：AI Coding 时代的个体产出差异的来源](<https://devfeed.tech/articles/ai-coding-41013.md>)

Original publisher: [Read original article](<https://blog.joway.io/posts/software-engineering-with-ai-coding/>)

Author: Joway

Published: 2026-08-29T00:00:00Z

Content type: opinion

Language: zh

Sources: [Random Thoughts](<https://devfeed.tech/sources/random-thoughts.md>)

Topics: [ai-coding](<https://devfeed.tech/topics/ai-coding.md>), [coding](<https://devfeed.tech/topics/coding.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [codex](<https://devfeed.tech/topics/codex.md>), [GitHub](<https://devfeed.tech/topics/github.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [ai-coding-agent](<https://devfeed.tech/tags/ai-coding-agent.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [codex](<https://devfeed.tech/tags/codex.md>), [coding](<https://devfeed.tech/tags/coding.md>), [github](<https://devfeed.tech/tags/github.md>), [thought](<https://devfeed.tech/tags/thought.md>)

### AI overview

This opinion argues that AI coding tools do not produce equal results because they can execute subtasks but cannot reliably determine all the context and decisions required to complete a larger task. The author proposes "due-diligence programming": humans must question AI, understand its designs, review its output, and reassess systems as they evolve. The article describes an independent Codex review plugin as a way to make that effort visible and encourage more rigorous review.

### Source excerpt

这一年多的时间以来，AI Coding 已经从一个新潮的编程方式变成了默认方式，每个人都用着近乎相似的模型，相似的设备，相似的 Agent，理论上所有人产出的代码水平也应该相似，但如果你在一线工作过，你会发现实际情况恰恰相反，大家的代码产出水平方差反而比以往更大。这是一个相当有意思的话题，但是我却发现在互联网上鲜有人讨论。

## How AI Coding Agents Are Changing Software Engineering Roles

DevFeed: [How AI Coding Agents Are Changing Software Engineering Roles](<https://devfeed.tech/articles/your-new-coding-teammate-is-an-ai-agent-are-you-ready-35072.md>)

Original publisher: [Read original article](<https://medium.com/gumgum-tech/your-new-coding-teammate-is-an-ai-agent-are-you-ready-2545a17b87dc?source=rss----d4c1dee0f87b---4>)

Author: Vaibhav Puranik

Published: 2025-06-17T05:08:18Z

Content type: opinion

Language: en

Sources: [GumGum](<https://devfeed.tech/sources/gumgum.md>)

Topics: [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [GitHub Copilot](<https://devfeed.tech/topics/github-copilot.md>), [ai-coding](<https://devfeed.tech/topics/ai-coding.md>), [pull-requests](<https://devfeed.tech/topics/pull-requests.md>), [Tech Lead](<https://devfeed.tech/topics/tech-lead.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-coding-agent](<https://devfeed.tech/tags/ai-coding-agent.md>), [ai-coding-agents](<https://devfeed.tech/tags/ai-coding-agents.md>), [github-copilot](<https://devfeed.tech/tags/github-copilot.md>), [pull-request](<https://devfeed.tech/tags/pull-request.md>), [quality](<https://devfeed.tech/tags/quality.md>), [review](<https://devfeed.tech/tags/review.md>), [software-development](<https://devfeed.tech/tags/software-development.md>), [software-engineer](<https://devfeed.tech/tags/software-engineer.md>), [software-engineering](<https://devfeed.tech/tags/software-engineering.md>)

### AI overview

The article argues that AI coding agents are becoming regular members of software teams, shifting developers' work toward task delegation, code review, feedback, and architectural decisions. It also discusses changing hiring expectations and AI-assisted test generation.

### Source excerpt

Your New Coding Teammate is an AI Agent -- Are You Ready? AI coding agents like GitHub Copilot and OpenAI's Codex aren't just novelties anymore -- they're rapidly becoming your daily teammates. Surveys show that 97% of developers have tried AI coding tools at work , and GitHub Copilot now helps millions write code faster, with studies showing developers complete tasks up to 55% faster with it . This isn't the future -- it's now. And it's changing what it means to be a software engineer. Think Like a Team Lead, Not Just a Coder AI tools aren't magic wands -- they're more like junior engineers who need guidance. That means every developer, including juniors, needs to start thinking like a tech lead. Just like a lead assigns tasks and reviews code from teammates, you'll now delegate work to AI agents and manage their output. GitHub's Copilot Agents can even spin up a dev environment and create a pull request for you . So instead of grinding through repetitive code, your job is shifting to: Breaking down problems into clear instructions for AI Reviewing AI-generated code for quality Making key architectural decisions AI can't handle You're not just coding -- you're leading a small army of fast, tireless interns. Your value? Knowing how to steer them well. AI = Your New Junior Developer Treat your AI tools like you would a junior teammate: Give them clear instructions Review their code carefully Provide feedback to improve the output For example, Copilot can generate tests or refactor code, but it needs your input to do it right. It often improves drastically when you give specific guidance, just like mentoring a junior dev . Tools like Copilot Chat even let you leave comments on its pull requests, and the agent will revise code in response . This isn't sci-fi -- it's daily life on modern engineering teams. Hiring is Changing -- Are You Ready? Tech hiring is also evolving. Companies aren't just testing if you can write code -- they want to know if you can review AI-written code,