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教程 / 实战普通2026-09-06 22:38

Intesta: an attested fact registry that AI agents query through MCP instead of scraping stale pages

AI agents already answer questions about small businesses. Most of the time they do it from stale...

信息来源：DEV Community

教程 / 实战普通2026-09-06 22:32

Make Your Code Review Agent Write Down How the Bug Actually Happens

My review agent turned a 1,000-line feature into 4,000 lines by flagging attacks that could never happen. One required field in every finding fixed it.

信息来源：DEV Community

教程 / 实战普通2026-09-06 21:50

Breeze v2: An AI-First Go Framework Built for MCP, Agents, and Distributed Systems

What if your backend wasn't just built for humans and services — but for AI agents too? That's the...

信息来源：DEV Community

教程 / 实战普通2026-09-06 21:46

Dev log #20 Deleting 180k lines and chasing socket leaks: A week in the OSS trenches

Yash K Saini — Engineer, building in public — AI/ML, low-level (Rust/C/C++), and open source. GitHub...

信息来源：DEV Community

教程 / 实战普通2026-09-06 21:41

AI Can Write Your Code. But Can You Explain What It Wrote?

We’re entering an era where producing code is becoming easier. Understanding what we produce may be...

信息来源：DEV Community

教程 / 实战普通2026-09-06 20:05

How to Run an AI Model on Almost Any Hardware: A Practical Guide to Tiny Local LLMs

This month a developer ran a working language model on a Sony PSP-2000. That is a 333 MHz MIPS...

信息来源：DEV Community

教程 / 实战普通2026-09-06 19:59

vincent v0.8.0: From Agent Conversations to Durable Workflows

I've released vincent v0.8.0, and this release pushes the project much further toward the workflow...

信息来源：DEV Community

教程 / 实战普通2026-09-06 19:48

Why I Taught My AI Agent to Forget

I've spent about 700 hours in Claude Code over the last year, building a personal AI assistant that...

信息来源：DEV Community · Claude

教程 / 实战普通2026-09-06 19:43

With Context Windows This Large, Why Do We Still Need Memory?

I've been reading through dev communities lately, and this exact topic keeps showing up in different...

信息来源：DEV Community

教程 / 实战普通2026-09-06 19:31

The Real Cost of LLM APIs in 2026: A Developer's Field Guide

Every week someone asks a version of the same question: "How much will this actually cost me per...

信息来源：DEV Community

教程 / 实战普通2026-09-06 19:29

Can Rust Make Unsafe AI Agent Actions Unrepresentable?

I went looking for a better runtime check and found a different way to think about the problem. I...

信息来源：DEV Community

教程 / 实战普通2026-09-06 19:14

Inside nano-vLLM: What an RTX 3090 Reveals About LLM Serving

0. What I studied and what I found I studied nano-vLLM as a small LLM serving engine:...

信息来源：DEV Community

教程 / 实战普通2026-09-06 19:07

Building DevLog: What Happens When You Tell an AI to Think Like a Security Engineer First

Submission for the Cloud Run AI Challenge — #AccelerateAIwithCloudRun When I started this challenge,...

信息来源：DEV Community

教程 / 实战普通2026-09-06 18:41

Tripo + Astra 工作流：用隐藏网格实现角色表情切换

创作者用 Tripo 生成同一角色的多个表情差分模型，将当前表情以外的网格缩至极小藏进头部，再通过驱动器切换，从而绕开 Blender 形状键的高难度操作。该方案由 Astra 完成大部分设置，缺点是消耗大量 Tripo 额度、无中间表情、无法合成表情，且 VRM 等加载端多不支持。

信息来源：Tripo（官方 X）

教程 / 实战普通2026-09-06 17:59

I Rebuilt My RAG Pipeline Without LangChain — What Got Better and What Got Worse

The first time I seriously doubted the framework was not because the model hallucinated. It was...

信息来源：DEV Community

教程 / 实战普通2026-09-06 17:19

Giving AI Agents the Same RBAC Rules as Your Users: Building a Laravel Permission Layer LLMs Actually Respect

AI agents don’t use web browsers. They don’t click buttons, submit forms, or trigger standard HTTP...

信息来源：DEV Community

教程 / 实战普通2026-09-06 17:01

Building a Production RAG Pipeline with n8n, Qdrant, and Gemini: A Step-by-Step Walkthrough

The first version of a RAG system always looks convincing. You connect a document loader, a vector...

信息来源：DEV Community · Gemini

教程 / 实战普通2026-09-06 17:00

Multi-Agent Orchestration in Laravel: Coordinating Specialists Instead of One Giant Prompt

The first version of most AI features is not a system. It is one giant prompt doing too many...

信息来源：DEV Community

教程 / 实战普通2026-09-06 16:59

The Hidden Cost of AI Agents: A Token Budget Framework for Production Laravel Apps

Your Laravel app adds an agent. The controller action looks harmless: one user message, one model...

信息来源：DEV Community

教程 / 实战普通2026-09-06 16:52

We Deleted Our Vector Database. Postgres Was Faster.

We paid for a vector database for a year. It was faster than Postgres at the one thing it does. We...

信息来源：DEV Community

教程 / 实战普通2026-09-06 16:42

Why Better Prompts Won't Save Your Broken AI Agent

The tenth prompt tweak usually feels like progress. The eleventh reveals the problem: the fix that...

信息来源：DEV Community

教程 / 实战普通2026-09-06 16:35

Why AI Agents Need an Evaluation Loop, Not Another Better Prompt

The tenth prompt tweak usually feels like progress. The eleventh reveals the problem: the fix that...

信息来源：DEV Community

教程 / 实战普通2026-09-06 16:25

The Next RAG Problem Isn’t Retrieval — It’s Knowing When Not to Retrieve

The most expensive RAG failure is often not an empty search result. It is a confident answer built...

信息来源：DEV Community

教程 / 实战普通2026-09-06 16:21

RAG vs Memory vs Tools: What Information Should an AI Agent Actually Store?

The first time an AI agent remembers something useful, it feels like product magic. The first time...

信息来源：DEV Community

教程 / 实战普通2026-09-06 16:17

n8n: When AI Writes the Workflow, Who Reviews the Workflow?

The most dangerous AI-generated n8n workflow is not the one that fails immediately. It is the one...

信息来源：DEV Community

教程 / 实战普通2026-09-06 16:14

n8n Can Now Build Its Own Workflows — What Could Possibly Go Wrong?

The dangerous part is not that a system can generate an n8n workflow as JSON. The dangerous part is...

信息来源：DEV Community

教程 / 实战普通2026-09-06 16:10

From Prompt Engineering to Context Engineering: The Skill AI Developers Actually Need

The most dangerous failure in an LLM application is not a bad prompt. It is a perfect prompt wrapped...

信息来源：DEV Community

教程 / 实战普通2026-09-06 16:04

GPT-6 vs. Claude 5.1 vs. Gemini 4: A Code Test

Ask any frontier model to implement binary search, and the answer will look impressive. Ask it to...

信息来源：DEV Community · GPT / Claude / Gemini

教程 / 实战普通2026-09-06 15:04

Is History Repeating Itself? From the PC Era to the AI Era: A Developer’s Take on the Hype and Healthy Skepticism

Note: This article is a developer-focused adaptation of my original blog post in Italian. You can...

信息来源：DEV Community

教程 / 实战普通2026-09-06 13:45

When Your Benchmark Finally Tells the Truth

Update — v0.1.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...

信息来源：DEV Community

教程 / 实战普通2026-09-06 13:36

Your agent orchestrator is a black box. Mine is a folder.

An experimental, repo-local coordination layer for coding agents: folders are columns, Markdown files are tickets, and Git is the audit log.

信息来源：DEV Community

教程 / 实战普通2026-09-06 13:35

Speculative decoding won't change your model's distribution. It might still change your output.

There's a thread on the DeepSeek-R1 model page that's been sitting unresolved since March last year,...

信息来源：DEV Community · DeepSeek

教程 / 实战普通2026-09-06 13:23

RAG Poisoning Is a Supply Chain Attack, Not a Prompt Injection Variant

In August 2024, researchers demonstrated a silent attack against Microsoft 365 Copilot. Any user with...

信息来源：DEV Community

教程 / 实战普通2026-09-06 13:22

AI Agents Are eval(userInput) With Extra Steps

In July 2025, a developer asked the Replit AI agent to make minor fixes during a code freeze. The...

信息来源：DEV Community

教程 / 实战普通2026-09-06 13:20

JSON, CSV, and YAML Are Not Safe Formats for AI Agents: They Are Attack Vectors

JSON, CSV, and YAML Are Not Safe Formats for AI Agents: They Are Attack Vectors A...

信息来源：DEV Community

教程 / 实战普通2026-09-06 13:10

The Next.js Security Checklist for AI-Generated Code

Here's a number that should make you check your own repo: an audit of over 200 vibe-coded...

信息来源：DEV Community

教程 / 实战普通2026-09-06 13:10

It Only Sent a GET. Why Did It Write? Effect Boundaries in Agent Tool Gates

GET is a method, not proof of no write. Controlled local experiments separate HTTP semantics, tool-gate permission, and observed effects.

信息来源：DEV Community

教程 / 实战普通2026-09-06 13:07

Binary Search Trees

Why should you care? Imagine you have thousands or millions of numbers and frequently need...

信息来源：DEV Community

教程 / 实战普通2026-09-06 12:57

Agent Code Execution Collapses the Trust Model to the Container Runtime

Agent Code Execution Collapses the Trust Model to the Container...

信息来源：DEV Community

教程 / 实战普通2026-09-06 12:34

I Tested 5 Local LLM Sizes in n8n. The 1.5B Model Beat 14B on Tool-Calling.

I spent a weekend benchmarking Qwen2.5 at five sizes — 0.5B, 1.5B, 3B, 7B, 14B — through five real...

信息来源：DEV Community · Qwen