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教程 / 实战普通2026-10-02 21:08

My coding agent kept "fixing" proxy errors wrong, so I built an MCP server

I work on proxy infrastructure, which means I read a lot of proxy errors. And I kept noticing the...

信息来源：DEV Community

教程 / 实战普通2026-10-02 21:01

The transcript is the record: reading what a coding agent actually did

Coding agents write their own session transcripts to disk. Where Claude Code, Codex and OpenCode keep those files, and how to find the session that belongs to your task.

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-02 20:55

I Built an E-Ink Weather Frame for My Kids Who Can't Read Yet

I have three daughters. The oldest is four, the twins are two. None of them can read yet, and every...

信息来源：DEV Community

教程 / 实战普通2026-10-02 20:55

AI Made Me Faster. It Also Exposed What I Didn't Understand

There was a point while building Security Lens when I realized I was fixing problems faster than I...

信息来源：DEV Community

教程 / 实战普通2026-10-02 20:34

How the GitGuardian Mixin Kit Extends Docker Sandboxes for Safer AI Coding

TL;DR A partnership for security: Our new Sandbox Mixin Kit pairs Docker's isolated...

信息来源：DEV Community

教程 / 实战普通2026-10-02 20:19

Building Sarrera: Self-Hosted Enterprise AI Inference Gateway with RBAC, Token Quotas & Telemetry

How to deploy a private, local AI gateway for engineering teams using LiteLLM, Caddy, Langfuse, and Open WebUI with multi-tier quotas.

信息来源：DEV Community

教程 / 实战普通2026-10-02 20:14

The n8n Architecture Validator: Resolving API Rate Limit Conflicts with Sanity MCP (Path 1)

For the Sanity Challenge, I decided to tackle Path One: Ship an agent that queries real content. As...

信息来源：DEV Community

教程 / 实战普通2026-10-02 20:11

GitHub Issues as the Only Database: Running Coding CLIs Unattended Without a Server

ghswarm treats GitHub labels, Issue bodies and checkboxes as the state machine for orchestrating Claude Code / Codex / Cursor headlessly. No webhook, no FastAPI, no database — and it resumes cleanly after the process dies.

信息来源：DEV Community · Claude / Cursor

教程 / 实战普通2026-10-02 20:05

Lean Agents: Decide What Your Agent Can Reach Before It Runs

Every tool you connect to an agent is two things at once: tokens the model reads on every run, and an...

信息来源：DEV Community

教程 / 实战普通2026-10-02 20:03

Graduating in 2030: Is learning C worth it? Honestly?

I started my degree just 1-2 months ago, which means I will be graduating in 2030. Given how rapidly...

信息来源：DEV Community

教程 / 实战普通2026-10-02 20:00

I Published a Median Model Lifespan. Seven Weeks Later the Same Query Said 219 Days More.

On 2026-08-01 I computed how long an AI model lives, from the day it shows up to the day its vendor...

信息来源：DEV Community

教程 / 实战普通2026-10-02 19:45

AcademAI — An Open-Source Research Companion Built for My Wife's PAUD Thesis

Helping students find traceable sources, understand their data, and develop research drafts they can review and defend. Powered by an open-source Node.js agent harness, Google Gemini, and SerpApi.

信息来源：DEV Community · Gemini

教程 / 实战普通2026-10-02 19:40

nefuOS: A from-scratch OS with a browser, WebGL, and a local LLM — built in one month

One month ago, I saw someone's hobby OS and thought: "I want to build one too." One month later,...

信息来源：DEV Community

教程 / 实战普通2026-10-02 19:29

The provider that failed was the feature: building a model-agnostic AI arbiter (Kimi K2 · Qwen · EIP-712)

A real failure story from building EscrowLens, a passkey-native escrow protocol on Monad for the...

信息来源：DEV Community · Qwen / Kimi

教程 / 实战普通2026-10-02 19:29

I showed 30 AI models 336 monitoring dashboards. Most of them can't tell time.

This is a submission for the Kaggle Benchmarking Challenge Most incidents start with a graph. Not a...

信息来源：DEV Community

教程 / 实战普通2026-10-02 19:28

20 Hacktoberfest Ideas That Wins You TheWeekend Challenge

I have been doing open-source for 10 years now. From side projects to small and popular libraries...

信息来源：DEV Community

教程 / 实战普通2026-10-02 19:28

DevOpsDays Vilnius 2026

I was looking for a relaxed, developer-first DevOps event close to Finland, and DevOpsDays Vilnius...

信息来源：DEV Community

教程 / 实战普通2026-10-02 19:23

Terraform Says Passing. The CIS Benchmark Says Critical. An Agent That Resolves Cloud Security Clashes via a Sanity Graph

This is a solo submission by LOI CHIANG HAO for the Sanity Challenge, Path One: Ship an Agent That...

信息来源：DEV Community

教程 / 实战普通2026-10-02 19:23

CodeSage: Code Intelligence for AI Agents, and Why I Rebuilt Its Models

Until this week, CodeSage ran its two models exactly as they ship on Hugging Face: Jina's code...

信息来源：DEV Community · Hugging Face

教程 / 实战普通2026-10-02 19:11

TruthGraph: the right rule depends on when—and for whom

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content. ...

信息来源：DEV Community

教程 / 实战普通2026-10-02 19:02

My local AI agent remembered things I never said. A reader's security review found it.

On Wednesday I posted 187 live prompts, 27 bugs about testing CORTEX, my local AI agent, against a...

信息来源：DEV Community

教程 / 实战普通2026-10-02 19:00

Databricks 如何用 Lakebase 和 AI Search 构建电商实时推荐系统

Databricks 发布基于 Lakebase 和 AI Search 的电商实时推荐参考架构，源自服务亚洲某时尚电商平台的真实实现，该平台月活超 100 万、SKU 超 10 万。系统每秒摄入约 1000 条事件，通过 Zerobus Ingest 写入 Unity Catalog Delta 表，并采用预计算批量推荐与实时会话感知两条服务路径。

信息来源：Databricks：Blog（RSS）

教程 / 实战普通2026-10-02 18:30

How One "Generate Draft" Button Changed the Design of My Writing Tool

Here is the line that changed my project: Next · Generate draft Enter fullscreen mode ...

信息来源：DEV Community

教程 / 实战普通2026-10-02 18:25

How I built session checklists in my AI assistant: plans the agent can't quietly rewrite

My AI assistant Ankita can hold long working sessions — research, edits, tests, browser work, all in...

信息来源：DEV Community

教程 / 实战普通2026-10-02 18:03

Your Subagents Are Re-Sending 51K Tokens Every Call. I Built a Tool to Prove It.

A recent post here by @ji_ai measured something startling: Claude Code subagents were 48% of their...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-02 18:01

Your Claude Code Read Deny Rule Is a Screen Door — I Built a Tool That Proves It

A recent post by @rulestack stopped me cold: they ran 20 real claude -p sessions against a...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-02 17:56

Two copies of the same routing decision, and only one of them got updated

A rule had already routed a failure to a human, but for three days the report filed it as automation work — the field the queue branches on held the old answer.

信息来源：DEV Community

教程 / 实战普通2026-10-02 17:45

My agent paid twice for the same question. The fix was a Redis key

Two people in the same workspace asked my agent the same question minutes apart. Both runs made the...

信息来源：DEV Community

教程 / 实战普通2026-10-02 17:42

博客分析 Meta Muse 如何不靠应用内广告变现个人智能体

一篇博客分析认为，Meta 可能是极少数无需在智能体内部展示广告就能通过广告变现个人智能体的公司。Muse 代替用户浏览时被视为用户自己的活动，商家站点可借此在 Instagram 等投放广告。

信息来源：X：Rohan Paul (@rohanpaul_ai)

教程 / 实战普通2026-10-02 17:36

Hacktoberfest Is Coming to Nadiad, Gujarat 🚀 Official MLH Meetup at DDU, 15 Oct

Most students hear about hackathons, open source and developer communities in their third or fourth...

信息来源：DEV Community

教程 / 实战普通2026-10-02 17:34

I Built an Agentic Analytics Platform — Here's What I Learned

I Built an Agentic Analytics Platform — Here's What I Learned What if you could ask your...

信息来源：DEV Community

教程 / 实战普通2026-10-02 17:27

Gate Check: can this power bank fly? An agent that knows when airlines and regulators disagree

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...

信息来源：DEV Community

教程 / 实战普通2026-10-02 17:21

I run a one-person "dark factory" of AI agents for $0.015 per task. Here is what broke.

I am a solo developer in Germany. In the evenings I build LexyBooster, a German vocabulary app with...

信息来源：DEV Community

教程 / 实战普通2026-10-02 17:12

Your agent's instructions file is a suggestion. A hook is a contract.

Every coding agent now reads an instructions file. CLAUDE.md, AGENTS.md, .cursorrules, whatever yours...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-02 17:11

Reaction to "AI as a Normal Technology"

This is a reaction on the article: https://knightcolumbia.org/content/ai-as-normal-technology. The...

信息来源：DEV Community

教程 / 实战普通2026-10-02 17:08

I spent three hours debugging an API endpoint that had nothing wrong with it.

The most dangerous bug in modern software engineering is not a syntax error. It is a feature that...

信息来源：DEV Community

教程 / 实战普通2026-10-02 17:06

I Poisoned One Test Per Problem. The Best Models Noticed, Then Made It Pass Anyway.

This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked I work...

信息来源：DEV Community

教程 / 实战普通2026-10-02 16:50

My RAG pipeline answered 1. The real answer was 20.

I asked three pipelines one question from the TigerGraph Agentic GraphRAG Hackathon benchmark: how...

信息来源：DEV Community

教程 / 实战普通2026-10-02 16:41

I Built a Coding Agent That Runs on a 1.7B Model

I've been interested in local AI for a while, especially running AI models on hardware that isn't...

信息来源：DEV Community

教程 / 实战普通2026-10-02 16:24

I put an AI coding agent inside an Android app. Here's everything that fought back.

Running Node.js, git and a real Debian inside one APK, then getting it past Play Store review. What broke and how I fixed it.

信息来源：DEV Community