AI 教程与实战
收录 AI 工具教程、提示词、安装部署、配置指南、开发实战与可复现步骤。
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教程 / 实战普通
Running a One-Person Game Studio With AI Agents: What Actually Works
My "studio" is one person in Japan, a handful of shipped products, and an AI agent named Muse that...
信息来源:DEV Community
教程 / 实战普通
Muse vs. the Game: Teaching an AI Agent to Playtest My Beat-'em-Up
I'm developing a belt-scroll beat-'em-up set in Bakumatsu-era Japan — swordsmen, the Shinsengumi,...
信息来源:DEV Community
教程 / 实战普通
How I Build Games With an AI Agent (Muse) as My Dev Partner
I'm a solo game developer in Japan. I ship iOS games and small web services by myself — design, code,...
信息来源:DEV Community
教程 / 实战普通
Searching for a job in the AI era, part 1: the setup and the first 16 days
I was laid off in August. I didn’t start searching for a new job immediately; I took some time for...
信息来源:DEV Community
教程 / 实战普通
My On-Call Agent Remembered the Rollback That Never Works
The alert said checkout-api p99 4.8s, HikariCP 50/50, v3.18.2 deployed 12 minutes ago. I gave it to...
信息来源:DEV Community
教程 / 实战普通
Building RailPulse AI: Deploying an Open-Source Railway Dispatch Agent with Gemma and Google Cloud Run
How we built a safety-critical, trilingual railway dispatch agent using Google Gemma 4, Google ADK, and serverless Cloud Run at DevFest Baku 2026.
信息来源:DEV Community
教程 / 实战普通
The other side of the pull request: asking another team's coding agent why, on Switch
Originally published, with an interactive forgery widget, at...
信息来源:DEV Community
教程 / 实战普通
I Keep a Log of Every Rule My AI Agent Broke. The Patterns Are Uncomfortable.
I Keep a Log of Every Rule My AI Agent Broke. The Patterns Are Uncomfortable. My coding...
信息来源:DEV Community
教程 / 实战普通
Ming-3.0-tts on a 16 GB card: the GPU sat mostly idle, and why a bigger one barely helps
Ming-3.0-tts-0.5B peaked at 2.9 GB and ran at about 0.65x real time. The Python decode loop sets the pace, not the card. What to measure first.
信息来源:DEV Community
教程 / 实战普通
I Run 4 Coding Agents at Once: My Full Orchestration Setup
How I run Claude Code, Codex, Antigravity and Hermes as a managed team: one orchestrator, roles before tools, task packets, cost routing, and verification before trust.
信息来源:DEV Community · Claude
教程 / 实战普通
I made three AI seats argue over the spec before any code. Here's what 10 runs showed.
Most of the bad code I've gotten from coding agents wasn't badly written. It was the right code for...
信息来源:DEV Community
教程 / 实战普通
I Fed My AI Agent a Poisoned Log Line — It Tried to Hijack Itself in 4 Minutes
Last week I read about a lab experiment where a prompt injection was hidden inside an ordinary...
信息来源:DEV Community
教程 / 实战普通
Baton: Who Keeps the Promise When the Shift Ends?
“Shift’s over. Who keeps the promise to call the customer back?” That question is where Baton...
信息来源:DEV Community
教程 / 实战普通
Claude Code Diff Verification in 2026: How to Make Your Agent Assert Its Own Edits Did Not Break the Build
Stop trusting AI edits on faith. Learn how to build post-edit verification hooks that make Claude Code run git diff, tests, and type checks before you ever see the changes, turning agent sessions into self-validating workflows.
信息来源:DEV Community · Claude
教程 / 实战普通
I built LLM-Surgeon: A Zero-Dependency CLI combining CanIRun.ai + Artificial Analysis + llmfit for Local AI Hardware Diagnostics
Running local LLMs via Ollama, LM Studio, or llama.cpp usually starts with the same guessing game:...
信息来源:DEV Community · Llama / Ollama
教程 / 实战普通
Putting AI Agents on Call: How We Built an Autonomous SRE War Room in Slack with Switch and Wispr Flow
Putting AI Agents on Call: How We Built an Autonomous SRE War Room in Slack with Switch and...
信息来源:DEV Community
教程 / 实战普通
LifePilot: Building a Personal Life Manager Inside a Chat Room
Flip the Switch Hackathon 2026 A build log on three agents, one human veto, and what happened when...
信息来源:DEV Community
教程 / 实战普通
The Judge Reads Tokens: An Adversarial Evaluation of an Eval Toolkit's Own Scorers
The Judge Reads Tokens: An Adversarial Evaluation of an Eval Toolkit's Own...
信息来源:DEV Community
教程 / 实战普通
The Test Passed. The Coupon Was Still Wrong.
Building SYNKAI with Switch: a coding agent, an independent verification boundary, and a human...
信息来源:DEV Community
教程 / 实战普通
How I audit AI-written code — and the bug that proved why
I ship as an AI-augmented solo builder, but I never trust what the model produces. Here's the review discipline that caught a missing Android permission in every earlier release build.
信息来源:DEV Community
教程 / 实战普通
The gate that stops an agent's memory from re-firing an attack
The carryover problem Most prompt-injection work treats the attack as a one-turn event....
信息来源:DEV Community
教程 / 实战普通
Uneven Branches Make a LangGraph.js Join Node Run Twice. Super-Steps Explain Why
One branch has one step, the other has two, both feed combine. LangGraph.js runs combine twice. Why, and the two fixes: array edges and defer: true.
信息来源:DEV Community
教程 / 实战普通
A human was about to approve the payment. Then your context compaction ran.
Automatic context compaction and human approval gates are on a collision course. A one-line entry in the OpenAI Agents SDK changelog names the bug, and the fix is an approval record that lives outside the conversation.
信息来源:DEV Community · OpenAI
教程 / 实战普通
499 requests called themselves AI bots on our site in 14 days. We could verify 105.
Six AI bot names in 14 days of logs on one site: 105 of 499 requests verified, 176 from outside the operator's IP list. How to check your own.
信息来源:DEV Community
教程 / 实战普通
Your LLM Agent Is an Untrusted Employee: 6 Security Guardrails We Built for AI in Banking Operations
Prompt injection, hallucinated numbers, runaway costs and leaked card data: practical guardrails for putting AI agents into a security-sensitive platform.
信息来源:DEV Community
教程 / 实战普通
A client's vibe-coded app was leaking data. Here's how I closed it in 24 hours
A client's internal app (an inventory dashboard connected to 4 live Shopify stores) had been built...
信息来源:DEV Community
教程 / 实战普通
The coding-agent toolbox around the model: 8 notes on CLAUDE.md, mcp2cli, OpenCode and worktrees
Once you use a coding agent every day, the model itself stops being the main lever. What changes the...
信息来源:DEV Community · Claude
教程 / 实战普通
It Remembers Across Restarts — and Forgets Mid-Conversation
Session files stored fourteen messages while the model saw six. A restart keeps your name, and seven turns later the same conversation forgets it.
信息来源:DEV Community
教程 / 实战普通
AI Search Often Knows a Brand’s Category but Misses Its Customer Fit
Being named in an AI-generated answer is not necessarily a win. A brand can appear prominently while...
信息来源:DEV Community
教程 / 实战普通
One approval, two payments: what an AI agent does after a crash
Written with help from AI (Claude). I maintain Call4Agents, the library mentioned at the end. Every...
信息来源:DEV Community · Claude
教程 / 实战普通
Being, Doing, Having: Why 50 Years of Senior Craft Lives in Context, Not Code
Why does standard AI code generation try to jump straight to 'Have' without the proper 'Be'? How ladder rungs, the 'Null-State' couch flash, and stand-up comedy explain what separates senior engineers from junior token streamers.
信息来源:DEV Community
教程 / 实战普通
YouTube Description Updates Were Linked to Higher AI Retrievals in a Small Peec AI Test
A small experiment from Peec AI suggests that improving YouTube video descriptions, including adding...
信息来源:DEV Community
教程 / 实战普通
I ran 3 Claude Code architecture diagram tools on my repo. Here's what each one got right
My project, worklore, is a small app that grew in all directions: a Python backend on AWS Lambda, a...
信息来源:DEV Community · Claude
教程 / 实战普通
An Update on the Hacktoberfest Open-Source AI Challenge: Ghost in the Machine Winners
Hey all, we have a quick update for everyone who participated in the Hacktoberfest Open-Source AI...
信息来源:DEV Community
教程 / 实战普通
GitHub 开发者指南:从代码生成到智能体工程
GitHub 发布开发者指南,介绍如何在 Plan、Build、Verify、Observe 四个阶段用 Copilot 完成智能体工程。文中提到 GitHub 单周提交量超 12 亿次、同比增长逾 400%,而 Faros AI 研究发现团队 AI 采用率从低升到高后,PR 评审耗时增加 441%。
信息来源:GitHub Blog
教程 / 实战普通
Anthropic Says Claude Speeds Up Biomolecular Modeling With Less Compute
Anthropic says Claude can substantially accelerate biomolecular modeling, a computational field used...
信息来源:DEV Community · Claude
教程 / 实战普通
Ambiguous User Requests: When AI Agents Ask, Act or Escalate
Your agent didn't misunderstand you. It guessed — confidently, silently, and wrong. That's the real...
信息来源:DEV Community
教程 / 实战普通
AI Overviews: Why Brand Mentions Matter More Than Backlinks
Backlinks remain an important part of the web's discovery and authority ecosystem, but they may not...
信息来源:DEV Community
教程 / 实战普通
Google Brings Gemini-Powered Business Profile Tools to Workspace
Google is integrating Gemini more directly into local business management. Its new Business Profile...
信息来源:DEV Community · Gemini
教程 / 实战普通
4 money bugs that bite AI agents (and how I fixed them in PurseString)
I'm building PurseString, an open-source MCP server that lets AI agents spend money safely. A lot of...
信息来源:DEV Community