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教程 / 实战普通2026-10-21 11:56

We gave our MCP server an undo button

Letting an AI agent change your product's settings is only reasonable if you can take it all back. So...

信息来源：DEV Community

教程 / 实战普通2026-10-21 11:54

How to Coordinate Multi-Agent AI Swarms Without Cloud Deadlocks: A Distributed Task Board MCP Server

How to Coordinate Multi-Agent AI Swarms Without Cloud Deadlocks: A Distributed Task Board...

信息来源：DEV Community

教程 / 实战普通2026-10-21 11:47

Where retrieval assistants leak: the title, the summary and the cache

A retrieval-augmented assistant answers from documents it fetched first. Most access reviews ask what...

信息来源：DEV Community

教程 / 实战普通2026-10-21 11:46

I Sorted 400 Agent Failures Into Five Buckets. Almost None Were the Model's Fault.

Over a month I logged about 400 tasks run by an agent on my own machine. When a task went wrong I...

信息来源：DEV Community

教程 / 实战普通2026-10-21 11:41

Copilot Summarized My Conference. Its Best Slide Doesn't Exist.

After the Cloud & AI Summit in St. Charles (September 30 to October 2), I did what everyone does...

信息来源：DEV Community

教程 / 实战普通2026-10-21 11:40

When Code Becomes Cheap, Ownership Becomes Everything

AI is challenging the software factory model. What matters when writing code becomes cheaper but owning a product remains difficult?

信息来源：DEV Community

教程 / 实战普通2026-10-21 10:58

The Agent Doesn't Need More Context. It Needs the Right Five Lines.

I started with a 900-line instructions file. The agent ignored most of it. Then I cut it to under 100...

信息来源：DEV Community

教程 / 实战普通2026-10-21 10:54

I built an AI resume screener where every score has reasons

I'm a solo developer, and I built an AI resume screener where every score comes with reasons. Here...

信息来源：DEV Community

教程 / 实战普通2026-10-21 10:15

Google clutterScore: What the Leaked Signal Could Mean for Less Distracting Websites

Google's 2024 Content Warehouse documentation leak included a reference to clutterScore, a field...

信息来源：DEV Community

教程 / 实战普通2026-10-21 10:13

I Built a Job Search App That Fights You Back — Because Slow and Steady Is the Only Strategy That Lasts

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-21 10:13

Stuck in the same dev.to topics? An open model fixed it.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-21 10:06

Paid AI image jobs on Cloudflare Queues: never charge twice, never call the model twice

Design notes from a photo-restyling app: an atomic debit plus job insert in D1, a queue consumer that can't re-enter a paid model call, a vision check before and after generation, and a daily cost breaker.

信息来源：DEV Community

教程 / 实战普通2026-10-21 09:50

The sloth that reads your factory sensors so you don't

My submission for the Hacktoberfest Open-Source AI Challenge, Week 3 (Slow and Steady). Built this...

信息来源：DEV Community

教程 / 实战普通2026-10-21 09:50

Uber 如何让 AI 安全地删代码：AutoClean 清理 1.6 万个过期 Flag 与百万行死代码的 Agent 工程实践

Uber 发布 AutoClean 系统的工程实践解读，用 AI Agent 加确定性工具累计清理 1.6 万多个过期 feature flag、超过 100 万行死代码。

信息来源：X：邵猛 (@shao__meng)

教程 / 实战普通2026-10-21 09:38

What I Do When the Agent Says It's Done

"Done." Two words that mean nothing on their own. Every time an agent reports completion, I run the...

信息来源：DEV Community

教程 / 实战普通2026-10-21 09:38

114,000 Kazakhs got a letter from the tax office. A local Gemma answers most of it for you.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-21 09:38

如何用决策模型做 LLM Evals：从阈值调优到概率校准的实践解读

作者转述 @HamelHusain 关于决策模型做 LLM Evals 的博客：大多数从业者直接沿用 0.50 默认阈值，文章用 98 条真实生产 trace 对比五家决策模型，证明阈值调优、概率校准和成本-性能 Pareto 分析能带来可量化提升。

信息来源：X：邵猛 (@shao__meng)

教程 / 实战普通2026-10-21 08:05

ChatGPT UTM Bug Fix Restores GA4 Attribution, but Marketers Must Repair the Gap

OpenAI has fixed a ChatGPT outbound-link tracking bug that caused many visits to be misclassified as...

信息来源：DEV Community · OpenAI / ChatGPT

教程 / 实战普通2026-10-21 08:01

Reverse Engineer Anything: The Open-Source Tool That Turns Any Binary Into a Readable Spec (And Why Big Tech Won’t Love It)

Closed source has always leaned on an unstated assumption: reading someone else's compiled code is...

信息来源：DEV Community

教程 / 实战普通2026-10-21 07:32

If AI, FOMO, and hype overwhelm you...

7 Strategies to Stay Sane in the Never-Ending Tech Hype Cycle ...

信息来源：DEV Community

教程 / 实战普通2026-10-21 05:32

The $50 Breach: How One Hacker Used AI Agents to Rob 100 Companies

Reuters reported it yesterday. One operator, 23 hours per intrusion, $5,000 in tokens....

信息来源：DEV Community

教程 / 实战普通2026-10-21 05:10

Hamel Husain 发文讲解如何用决策模型做 Evals

Hamel Husain 发布新文章《How To Use Decision Models For Evals》，讲解如何为任务选择决策模型、调优阈值（提醒不要默认 0.5）并解读分数，配有交互式图表。

信息来源：X：马东锡 NLP (@dongxi_nlp)

教程 / 实战普通2026-10-21 03:14

Automated incident triage on GKE with Gemini 4 Argon and Model Context Protocol: Correlating cluster events and VPA logs

Automate root-cause incident triage on GKE by combining Gemini 4 Argon multi-step reasoning with the GKE Model Context Protocol server.

信息来源：DEV Community · Gemini

教程 / 实战普通2026-10-21 02:45

Claude’s Scorpion-Toxin Binder Study Marks a Measured Step Forward for Protein Design

Anthropic has published results from an exploratory protein-design campaign in which Claude generated...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-21 02:40

My first fine-tuning patch made my model worse. The second one, with fewer examples and half the learning rate, fixed it

Notes from shipping v5.1 of a 7B model that designs pixel art games: what went wrong with the first patch, what worked, the numbers, and why the project is now pixel art only.

信息来源：DEV Community

教程 / 实战普通2026-10-21 02:30

Claude Generated 318,484 Scorpion Toxin Protein Designs, With 17 Lab-Validated Binders

Anthropic has reported a closed-loop protein-design campaign in which Claude generated 318,484...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-21 02:25

Your CLAUDE.md Is Probably Too Long

If Claude ignores a rule, your CLAUDE.md is probably too long, not too short. Here's what to keep, what to cut, and where the rest should go.

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-21 02:15

2 Agent Skills Every Frontend Developer Should Try

I love to try out new agent skills. Anything that can help me be more productive I'm all for. Today I...

信息来源：DEV Community

教程 / 实战普通2026-10-21 01:45

# LazySort AI: Let Local AI Handle the Folder Cleanup You Keep Putting Off

My Downloads folder has a talent for becoming a digital storage room. PDFs, screenshots, source...

信息来源：DEV Community

教程 / 实战普通2026-10-21 01:15

Your team has answered this before. I’m building a tool that remembers.

I built a tool to help with community support. Then I kept building. I spend a good part...

信息来源：DEV Community

教程 / 实战普通2026-10-21 01:09

Why your agent gets slower and pricier with every tool call

Okay so here's something that bugged me for a while. You build an agent. Step 1 feels snappy. By...

信息来源：DEV Community

教程 / 实战普通2026-10-21 00:59

Mistral's Timestral is #1 by 0.003 MASE. I ran it — the model was not the variable.

Mistral released Timestral, four open-weight time-series models that top three benchmarks — by 0.003 MASE on their own table. I ran all three sizes against one-line baselines, on a known generator and on fresh Paris weather. With one summe…

信息来源：DEV Community · Mistral

教程 / 实战普通2026-10-21 00:45

Local AI Search Requires Local Evidence: A Five-Step E-E-A-T Audit Framework

Global authority does not automatically translate into local authority in AI search. That is the...

信息来源：DEV Community

教程 / 实战普通2026-10-21 00:40

Anthropic 工程师如何用 Claude Docs 协作写文档

Anthropic 产品工程师 Doug 演示了如何用 Claude Docs 准备站会和发布评审。Claude 可在文档中与团队协同工作，负责提取数据、核查论断并回应评论中的问题。

信息来源：Claude：YouTube（RSS） · Claude

教程 / 实战普通2026-10-21 00:20

What DigitalOcean's new inference router picks for simple prompts

On 12 October DigitalOcean changed how routing works on its Inference platform. There used to be four...

信息来源：DEV Community

教程 / 实战普通2026-10-21 00:18

Rent Sloth: a local Gemma 4 reads your rent alerts overnight, plain code keeps the ledger

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-21 00:09

Sloth Mode: open-weight AI that does the chores, and a journal that undoes them

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

信息来源：DEV Community

教程 / 实战普通2026-10-20 23:39

QuietShelf gives your sort-this-later pile a gentle landing

This is a submission for the Hacktoberfest Open-Source AI Challenge Week3: Slow and Steady. ...

信息来源：DEV Community

教程 / 实战普通2026-10-20 23:37

Symfony AI in 2026: Did the 'School Bus' Actually Get Rocket Boosters?

Back in my last post ('Symfony AI: A Rocket, a School Bus, or Something In Between?'), we dug into...

信息来源：DEV Community

教程 / 实战普通2026-10-20 23:36

How I Built an AI-Powered Observability Platform to Stop Digging Through Microservices Logs 🚀

Ever spent three hours tracing a single NullPointerException across five different microservices? You...

信息来源：DEV Community