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教程 / 实战普通2026-10-09 17:12

Stratagems #31: Lena Took the Seat. The AI Had Reserved It for Her.

Send the enemy beautiful women to cause discord within his camp. — The 36 Stratagems, The Beauty...

信息来源：DEV Community

教程 / 实战普通2026-10-09 17:10

Docker just shipped the agent wall I wanted. It's off by default.

docker-agent comes preinstalled with Docker Desktop 4.63 — declarative YAML agents, MCP toolsets, and a VM sandbox with default-deny egress you have to opt into. A source read.

信息来源：DEV Community

教程 / 实战普通2026-10-09 17:10

The "Silent Stop" isn't a model choosing silence. It's a room with no exit.

Someone here (@soumyadeepdey) ran 15 models against a target that was secretly a real company. As the...

信息来源：DEV Community

教程 / 实战普通2026-10-09 17:06

ArborStride AI: Escape Urban Heat Islands with Open-Source Microclimate Routing

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

信息来源：DEV Community

教程 / 实战普通2026-10-09 16:48

My benchmark scored GPT-5.4 mini 1.00 by silently skipping the 3 questions it failed

This is a submission for the Kaggle Benchmarking Challenge GPT-5.4 mini got a perfect 1.00 on my...

信息来源：DEV Community · GPT

教程 / 实战普通2026-10-09 16:33

The actual state of self-hosting on a VPS

K3s loses to Docker Compose on a 1GB VPS, and Podman with Quadlet beats both. Rootless, systemd-native, near-zero idle memory. Numbers, not vibes.

信息来源：DEV Community

教程 / 实战普通2026-10-09 16:27

Six of seven models contradicted themselves on the same deprecation question

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

信息来源：DEV Community

教程 / 实战普通2026-10-09 16:08

I thought rate limiting was a solved problem. Then my AI agents hit production

Keeping requests to a service under some rate always seemed simple to me, and the whole problem a...

信息来源：DEV Community

教程 / 实战普通2026-10-09 16:07

Turning an SEO audit into tasks your AI coding agent can actually fix (Claude Code, Cursor, Codex)

A typical SEO audit export is a spreadsheet with a few hundred rows: "Missing canonical (18 pages),"...

信息来源：DEV Community · Claude / Cursor

教程 / 实战普通2026-10-09 16:00

How to check if your website shows up in AI search: an AEO/GEO checklist for ChatGPT, Perplexity, and Google AI Overviews

When someone asks me why ChatGPT or Perplexity never mentions their site, the cause is usually...

信息来源：DEV Community · ChatGPT

教程 / 实战普通2026-10-09 16:00

Ai2 如何用 GPU 时间预算与分层公平分配改造 GPU 集群调度

Ai2 用 GPU 时间预算、分层公平分配和时间切片契约替换了原有的优先级调度器，把各研究项目该分多少 GPU 时间的争论从逐案运维操作变成透明的预算分配流程。

信息来源：Ai2 / Allen Institute for AI（RSS）

教程 / 实战普通2026-10-09 15:48

AI Got Better While I Was Away. Software Didn't.

I haven't written here in a while. Not because I ran out of opinions. That would be concerning. I...

信息来源：DEV Community

教程 / 实战普通2026-10-09 15:40

Stop Pasting API Docs into Your AI Coding Assistant. Give It an MCP Server Instead.

Your AI coding assistant keeps using pageSize instead of limit and data.items instead of data.records because it guesses from pasted docs. Give it a local OpenAPI spec it can query over MCP, then verify multi-step scenarios against real re…

信息来源：DEV Community

教程 / 实战普通2026-10-09 15:35

The Prompt Changed. The Acceptance Evidence Didn't.

Imagine a form that a company uses to collect requests. AI helps suggest the right department from...

信息来源：DEV Community

教程 / 实战普通2026-10-09 15:06

My village has patchy signal and people who know every plant. I built a field guide that sends you to ask them.

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

信息来源：DEV Community

教程 / 实战普通2026-10-09 15:00

Google said llms.txt does nothing. I checked what 137,210 domains actually got.

The llms.txt file was supposed to be the bridge between your website and AI search engines. A...

信息来源：DEV Community

教程 / 实战普通2026-10-09 14:38

OyaGo: Asking for Bus Directions in Lagos, Where No Map Knows the Routes

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

信息来源：DEV Community

教程 / 实战普通2026-10-09 14:29

Stop Using WebSockets for AI Chat Apps: Why We Switched to Server-Sent Events (SSE) in Production

TL;DR: When building an AI chat assistant with LLM token streaming, most tutorials recommend...

信息来源：DEV Community

教程 / 实战普通2026-10-09 14:29

RaahSaathi AI: An Offline Companion for Touching Grass

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

信息来源：DEV Community

教程 / 实战普通2026-10-09 14:25

18% Savings on Every AI Call? TokenRouter Just Made It Possible

TokenRouter Hits the Fast Lane: Why Token‑Level LLM Routing Reduces Latency and Cuts...

信息来源：DEV Community

教程 / 实战普通2026-10-09 14:19

AI + Design #1: The Validator Caught My Own Docs Lying

I built an MCP server so AI would stop ignoring my design-system rules. The first real violations it found were in my documentation, not the AI's code.

信息来源：DEV Community

教程 / 实战普通2026-10-09 14:18

Your RAG Pipeline Is a Data Leak Waiting to Happen

Your multi-tenant app is probably well isolated. Every query is scoped to a tenant, enforced...

信息来源：DEV Community

教程 / 实战普通2026-10-09 14:13

manygit: An AI-powered Git management CLI for many Git repos at once

I keep fourteen Git repositories in one folder. A few services, shared packages, plugins. Most of my...

信息来源：DEV Community

教程 / 实战普通2026-10-09 14:09

WildLens 🌱 — AI Nature Companion that Tells You to Put Your Phone Away

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

信息来源：DEV Community

教程 / 实战普通2026-10-09 14:07

TC39 `Float16Array` Is Baseline 2026: What JavaScript Developers Need for ML and Graphics Workloads

Float16Array reached Stage 4 and Baseline 2026. Learn when 16-bit floats matter for WebGPU machine learning, HDR graphics, and binary data pipelines — and when they cause silent precision loss.

信息来源：DEV Community

教程 / 实战普通2026-10-09 14:05

A sharper eye did not make a more careful model.

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

信息来源：DEV Community

教程 / 实战普通2026-10-09 13:58

Fit any chat history into the context window, bring your own tokenizer

You ship a chat feature. It works. Then a conversation gets long enough, a couple of chunky tool...

信息来源：DEV Community

教程 / 实战普通2026-10-09 13:50

I wanted a Cursor-style agent that runs on my own model, so I built one

Disclosure: I'm Ibrahim, the solo developer of OpenPilot. This article was drafted with help from an...

信息来源：DEV Community · Cursor

教程 / 实战普通2026-10-09 13:49

LLMs Pass the Data-Science Quiz, Then Give Different Advice: A Kaggle Benchmark of 36 Measured Judgment Calls

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

信息来源：DEV Community

教程 / 实战普通2026-10-09 13:27

Which Claude Code session is waiting on you? A queue for agents that stopped to ask

I build ccdeck. The step-by-step version of this post, with every setting, is at...

信息来源：DEV Community · Claude

教程 / 实战普通2026-10-09 13:24

Make your LLM calls survive 429s and overloads, with any client

You ship an LLM feature. It works. Then, in production, you start seeing this: 429 Too Many...

信息来源：DEV Community

教程 / 实战普通2026-10-09 13:19

I Explored AI Software Factories and Realized That Faster Coding Doesn't Mean Faster Software Delivery!

I got interested in the AI Software Factory concept because it asks a much bigger question than “How...

信息来源：DEV Community

教程 / 实战普通2026-10-09 13:09

Should I Go Out? A Local Gemma Agent That Picks One Outdoor Plan, Then Tells You to Put Your Phone Away

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...

信息来源：DEV Community

教程 / 实战普通2026-10-09 13:06

MarkTechPost 教程拆解 Google Research 的 RRSI：在离线模拟环境中掌握自改进 AI 智能体的编辑保留规则

MarkTechPost 发布教程，从 google-research 仓库安装 RRSI（Regularized Recursive Self-Improvement），只驱动其决定保留哪些编辑的纯 Python 规则部分，并接入自建模拟 agent 环境做 ground truth 审计。

信息来源：MarkTechPost（RSS）

教程 / 实战普通2026-10-09 13:02

Assert LLM output in the test runner you already use

You have an LLM call in your product, and a test that exercises it. Now you have to assert on the...

信息来源：DEV Community

教程 / 实战普通2026-10-09 12:39

Shaving Latency Off Real-Time Speech Translation: What Actually Worked in Our Flutter App

In a chat app, a slow reply is mildly annoying. In a spoken conversation, it breaks the exchange....

信息来源：DEV Community

教程 / 实战普通2026-10-09 12:32

How to test tool calling in your AI agent, one decision at a time

Many agent bugs are not about bad prose. They are about bad tool calls. The agent picks the wrong...

信息来源：DEV Community

教程 / 实战普通2026-10-09 12:30

A Valid Signature Doesn't Mean an AI Agent Still Has Authority

Imagine an AI agent receives a valid, signed delegation to perform an action. The user later revokes...

信息来源：DEV Community

教程 / 实战普通2026-10-09 12:24

I Built Scrapers That Heal Themselves (and Won an NVIDIA DGX Spark)

I Built Scrapers That Heal Themselves (and Won an NVIDIA DGX Spark) Scraper Factory took...

信息来源：DEV Community · NVIDIA

教程 / 实战普通2026-10-09 11:57

I Built an AI App That Wants You to Close It

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass Most AI apps...

信息来源：DEV Community