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教程 / 实战普通2026-10-08 15:38

Retrieval confidence can't tell your RAG chatbot when the answer is missing

I ran 65 questions against our own knowledge base and checked which ones the retrieved text actually...

信息来源：DEV Community

教程 / 实战普通2026-10-08 15:29

AgriSensa Garden Studio: Spatial Precision Garden Planner with Open-Source AI & Digital Twin

"Design on your screen. Step outside with your tape measure. Touch the soil. Grow together." This...

信息来源：DEV Community

教程 / 实战普通2026-10-08 15:17

From Job Scraper to Production AI System: Building ApplyLens AI

Job searching started feeling like a second job. I was jumping between different job sites and ATS...

信息来源：DEV Community

教程 / 实战普通2026-10-08 15:00

To Retry or Not to Retry? That Is the Question.

This is a submission for the Kaggle Benchmarking Challenge Those who read my articles know that a...

信息来源：DEV Community

教程 / 实战普通2026-10-08 14:53

Shipping faster with AI isn't engineering maturity. It's a demo that hasn't met year two yet.

Every AI rollout comes with a dashboard. PRs merged per week, time from ticket to prototype, model...

信息来源：DEV Community

教程 / 实战普通2026-10-08 14:51

AgentToolEval: Grading How LLM Agents Use Tools, Not Just What They Answer

Written for: dev.to readers and the Kaggle Benchmarking Challenge judges. I kept your format and...

信息来源：DEV Community

教程 / 实战普通2026-10-08 14:43

Why Multi-Agent Workflows Break in Production (And How to Build Predictable Loops)

Most multi-agent demos fail the moment you put them in front of real production traffic. They work...

信息来源：DEV Community

教程 / 实战普通2026-10-08 14:31

I Turned 149k Messy Images into an Offline Recognition System

Training an on-device YOLO26n food detection model from scratch across multi-source datasets I set...

信息来源：DEV Community

教程 / 实战普通2026-10-08 14:15

The True Cost of 50,000 Words: Why Most AI Voice Platforms Break Past 60-Second Clips

Beyond 30-second TikTok demos: A transparent cost and fatigue breakdown of rendering long-form...

信息来源：DEV Community

教程 / 实战普通2026-10-08 14:15

Video Depth Estimation in the Browser: Building with WebGPU and Depth Anything V2

An ordinary video records color and motion, but it does not explicitly tell an editor which pixels...

信息来源：DEV Community

教程 / 实战普通2026-10-08 14:09

I put seven LLMs on a USB stick. Here is everything that broke.

The idea fits in one sentence: plug a stick into any computer, double-click one file, and a real...

信息来源：DEV Community

教程 / 实战普通2026-10-08 14:04

Vibe Coding in 2026: From “Just Prompt the AI” to Real Software Engineering

Vibe Coding in 2026: From “Just Prompt the AI” to Real Software Engineering AI has changed...

信息来源：DEV Community

教程 / 实战普通2026-10-08 13:52

Building Panopticon: A Local-First CVE Intelligence Map with Tauri 2 + Rust + Python

Vulnerability triage today is browser tab soup. NVD in one tab. Vendor advisory in another. CISA KEV...

信息来源：DEV Community

教程 / 实战普通2026-10-08 13:49

Every hype cycle leaves something behind. It is never what was promised.

Railways, fiber, Hadoop, blockchain, and what AI will actually leave behind once the bill comes due.

信息来源：DEV Community

教程 / 实战普通2026-10-08 13:44

Python Won’t Die. Its Biggest Selling Point Might.

If AI writes the code, “easy to write” becomes a strange reason to choose a programming...

信息来源：DEV Community

教程 / 实战普通2026-10-08 13:23

Best AI Image Generators in 2026: 12 Tools, Real Prices, and the Cost of One Image

Most "best AI image generator" lists compare monthly subscriptions. Almost none tell you what a...

信息来源：DEV Community

教程 / 实战普通2026-10-08 13:21

Never Leaves: offline AI that drafts the quote while you are still under the house

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2026-10-08 13:16

How Model Context Protocol (MCP) Actually Works: JSON-RPC 2.0, Stdio IPC, and Low-Level Tool Calling

A deep dive into how MCP works under the hood: JSON-RPC 2.0 framing, Stdio file descriptor pipes (FD 0/1/2), SSE transports, lifecycle handshakes, and token overhead.

信息来源：DEV Community

教程 / 实战普通2026-10-08 12:48

Higgsfield API in Practice: Prompt to Editorial Photo, and the Defaults That Bite

Measured walkthrough of the Higgsfield generation API: one auth header, an async submit-and-poll lifecycle, a free /estimate call before you spend, a working Python client, and eight documented defaults that behave differently in productio…

信息来源：DEV Community

教程 / 实战普通2026-10-08 12:37

Does compacting tool output lower a coding agent's API bill?

Coding agents resend old tool output on every turn, so replacing it with something smaller looks like...

信息来源：DEV Community

教程 / 实战普通2026-10-08 12:19

AI Coding in Practice: Refactoring a Zero-Docs Microservice

A zero-docs production microservice, rebuilt in 13 steps with spec-driven AI coding: 10x coding time, 90% first-pass, zero incidents.

信息来源：DEV Community

教程 / 实战普通2026-10-08 11:41

Tiny model. Big decisions. — How I built a 144M-parameter typed decision model that routes 82% of agent decisions off LLMs

Tiny model. Big decisions. — How I built a 144M-parameter typed decision model that routes...

信息来源：DEV Community

教程 / 实战普通2026-10-08 11:32

Your CEO Sees 5x. Your Engineers See a Longer Review Queue.

Two surveys, one season, and two very different companies. Between December 2025 and January 2026,...

信息来源：DEV Community

教程 / 实战普通2026-10-08 11:27

Are Frontend Developers Wasting Tokens? 5 Ways to Cut AI Coding Costs

When you have an AI agent open all day, it's really easy to burn through a lot of tokens quickly. And...

信息来源：DEV Community

教程 / 实战普通2026-10-08 11:27

My coding agent now tells me to go outside, and a 4 GB Gemma writes the message

This is a submission for the Hacktoberfest Open-Source AI Challenge: Week 1. You send one more...

信息来源：DEV Community

教程 / 实战普通2026-10-08 11:22

Your Is Invisible to AI Agents

I Found Out What an AI Agent Actually Sees When It Looks at My Buttons Imagine describing...

信息来源：DEV Community

教程 / 实战普通2026-10-08 11:09

People Loved My Software Until I Admitted I Used AI

To the casual observer, the current artificial intelligence boom looks like a wave of digital...

信息来源：DEV Community

教程 / 实战普通2026-10-08 11:00

MCP vs API: When to Build an MCP Server, and When the API Is Enough

MCP vs API is rarely an either-or choice: MCP is a protocol that lets an AI agent discover and call...

信息来源：DEV Community

教程 / 实战普通2026-10-08 10:55

We checked 46 popular MCP servers on Smithery: 7 in 10 tools never say when to use them

We took 46 of the most-used MCP servers on Smithery and checked the descriptions of all 1,118 of...

信息来源：DEV Community

教程 / 实战普通2026-10-08 10:54

Cents Matter: Does a Model Notice When One Financial Fact Changes?

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

信息来源：DEV Community

教程 / 实战普通2026-10-08 10:54

Frostwise — know your frost dates, plant with confidence

Frostwise — know your frost dates, plant with confidence DEV Hacktoberfest AI Challenge —...

信息来源：DEV Community

教程 / 实战普通2026-10-08 10:48

Fine-tuning Qwen2.5-1.5B on a Mac to fix a parroting chatbot (and halve the prompt)

By Georgii Kharlampiiev, Mindscend Our company website is a single chat page backed by a model we...

信息来源：DEV Community · Qwen

教程 / 实战普通2026-10-08 10:40

Don't Baptize the GPUs

Why AI systems should be measured by running them, trained to seek truth and owned by the organizations that depend on them, rather than blessed into a theological category.

信息来源：DEV Community

教程 / 实战普通2026-10-08 10:40

Mental Model AI & Cara Menghindari Zombie UI: Rangkuman Insight Katie Dill (Stripe)

Mental Model AI & Cara Menghindari Zombie UI Di era kecerdasan buatan (Artificial...

信息来源：DEV Community

教程 / 实战普通2026-10-08 10:37

I let an AI agent drive my remote desktop. It can't touch my passwords.

It's 11 PM. Three servers need the same patch, and I'm alt-tabbing between four remote windows. Two...

信息来源：DEV Community

教程 / 实战普通2026-10-08 10:28

5 MCP Security Tests to Run Before Your AI Agent Gets Tool Access

Your LLM passed every prompt-injection test. Your agent can still be hijacked. The difference is...

信息来源：DEV Community

教程 / 实战普通2026-10-08 10:26

智能体时代如何向模型学习

而且因为智能体让事情变得更容易，几乎每个人都会在某个时候做超出自己专业范围的事但幸运的是，你完全可以让模型教你你不会的东西

信息来源：X：Thariq (@trq212)

教程 / 实战普通2026-10-08 10:20

Frost Window: 30 years of weather and a laptop-sized Gemma tell you what to do outside this week

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2026-10-08 10:15

Google Preferred Sources Adds Publisher Selection Counts and an On-Site CTA Button

Google Preferred Sources is becoming more measurable for publishers. Google says readers who choose a...

信息来源：DEV Community

教程 / 实战普通2026-10-08 09:49

Unsloth Studio 如何在模型仓库变更后重新校验再运行

Unsloth 发布 Unsloth Studio 与 Unsloth Desktop 安全概览，说明其在下载到执行之间设置四道检查点：代码指纹绑定审批、独立权重文件闸门、探测式 OS 沙箱与包内容扫描。

信息来源：MarkTechPost（RSS）