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教程 / 实战普通2026-10-02 22:59

Road to State Machines IV - But How Do We Let Data Influence Transitions Without Turning Every Value into Another State?

Our lifecycle now has one explicit transition table. For a valid order, it tells us: The operations...

信息来源：DEV Community

教程 / 实战普通2026-10-02 22:55

Agent health from a 60-second heartbeat: derived, never stored

In my ticket tracker an agent's status is never stored as alive or dead. The orchestrator beats once a minute, and every screen works out the dot from

信息来源：DEV Community

教程 / 实战普通2026-10-02 22:39

I Built a Claude Code Skill That Makes AI Agents Prove Their Answers

AI coding agents are getting very good at navigating repositories. Ask an agent: "Where is the API...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-02 22:36

A Coding Agent Added Jetpack Compose Support to My Android Renderer MCP. I Wouldn't Have Started This Task Myself.

Android UI Renderer MCP is a local MCP server that lets a coding agent render Android UI without an...

信息来源：DEV Community

教程 / 实战普通2026-10-02 22:32

How I Built a Post-Mortem Loop So My AI Coding Agent Stops Repeating Mistakes

TL;DR My fully autonomous implementation system kept making the same handful of mistakes...

信息来源：DEV Community

教程 / 实战普通2026-10-02 22:32

LensLink: An AI Camera Compatibility Agent Powered by Structured Sanity Content

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

信息来源：DEV Community

教程 / 实战普通2026-10-02 22:22

Caveman: Make Your AI Coding Agent Talk Less (and Save Tokens)

If you use an AI coding agent every day, you have probably noticed how much of its output is padding....

信息来源：DEV Community

教程 / 实战普通2026-10-02 22:08

I Said Isolation Was Structural. Then Tenancy Shipped and Proved Me Right the Hard Way

In the last piece of my v0.1.0 series I wrote a sentence I was proud of and not yet entitled to:...

信息来源：DEV Community

教程 / 实战普通2026-10-02 22:01

Agents that forget where they are will repeat work forever — checkpointing is the save-point pattern you need — Checkpointing and Resume

I watched a research pipeline die at step nine of ten. Forty-three minutes of work, sixty sources...

信息来源：DEV Community

教程 / 实战普通2026-10-02 22:00

Hacktoberfest 2026 Stopped Counting PRs. How I'd Spend the Month Instead

Hacktoberfest 2026 has no pull request quota, and I think that frees you to do the kind of open...

信息来源：DEV Community

教程 / 实战普通2026-10-02 21:50

I Think We Confuse Clean Code With Good Code

I've seen beautifully organized code that was difficult to understand. I've also seen ugly-looking...

信息来源：DEV Community

教程 / 实战普通2026-10-02 21:34

Export ChatGPT, Claude, Gemini, Grok, DeepSeek, Kimi, and Qwen chats to Markdown with Convolvger 0.6.0

If you have ever tried to export a ChatGPT conversation to Markdown, or save a Claude chat as a .md...

信息来源：DEV Community · ChatGPT / DeepSeek / Qwen

教程 / 实战普通2026-10-02 21:20

Your AI Code Can Be Elegant Too

As the Machine Learning Engineering Manager at an AI-powered SaaS company, I get a front-row seat to...

信息来源：DEV Community

教程 / 实战普通2026-10-02 21:15

Your Agent Said "Done". The Filesystem Disagrees.

"Task completed successfully." That's the most common lie in agent systems. Usually the agent isn't...

信息来源：DEV Community

教程 / 实战普通2026-10-02 21:11

The death of the craft: Why development feels completely empty now.

I’ve been a backend dev for about four years, and lately, I feel like I'm attending the funeral of my...

信息来源：DEV Community

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