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教程 / 实战普通2026-11-04 22:18

Introducing Codra: The Open-Source AI Code Review Engine

Code review is broken. Between context switching, subjective nitpicks, and the ever-growing backlog...

信息来源：DEV Community

教程 / 实战普通2026-11-04 22:00

Prompt Pad: What Is Open Source?

Chances are you're already using open-source software without realizing it. In this episode of...

信息来源：DEV Community

教程 / 实战普通2026-11-04 21:38

Priced to Lose: Why "Add $20 a Month for AI" Is Not a Business Model

Most teams spend a year perfecting an AI feature and ten minutes deciding what to charge for it. Then...

信息来源：DEV Community

教程 / 实战普通2026-11-04 21:34

Building a browser-based vocal splitter: decode locally, queue the job, delete the files

Most tutorials about vocal separation start with "run Demucs on your GPU". That is a fine answer if...

信息来源：DEV Community

教程 / 实战普通2026-11-04 21:22

Claude Code's auto-compaction took me 2 minutes, so I moved it to the background

If you run long Claude Code sessions you know the moment. The context hits the auto-compact...

信息来源：DEV Community · Claude

教程 / 实战普通2026-11-04 21:00

Exploring MCP: From My First Integration to Architectural Decisions

During my vacation, I decided to spend some time learning more about the Model Context Protocol, or...

信息来源：DEV Community

教程 / 实战普通2026-11-04 20:46

I Built a Judge My AI Couldn't Influence. In 51 Runs, It Never Gave a B.

I built an autonomous scientific discovery engine called RUMI. I let it run for up to 21 hours per...

信息来源：DEV Community

教程 / 实战普通2026-11-04 20:45

Five terminals, four cd's, and which one was waiting? Why I built Quarters

If you use a terminal coding agent on more than one project, you probably know my old routine. A...

信息来源：DEV Community

教程 / 实战普通2026-11-04 20:44

Day 15/90: Deterministic Intent Routing — Does Your Request Reach the Right Workflow?

An AI application can produce a clear, confident response after sending a request to the wrong...

信息来源：DEV Community

教程 / 实战普通2026-11-04 20:40

Which day should we drive? Watching border queues with Home Assistant and a vision model

Every holiday season we sit in the same queue and wonder if we picked the wrong day. So I made Home Assistant watch public traffic cams and let an LLM score what it sees.

信息来源：DEV Community

教程 / 实战普通2026-11-04 20:38

Logging a Change Is Not the Same as Being Able to Undo It

There's a draft spec going around for giving AI agents real undo — not a confirmation dialog before...

信息来源：DEV Community

教程 / 实战普通2026-11-04 20:27

I Built a Daily Sports Card Game in a Month With AI Agents. Here's Everything It Broke.

I'm not an engineer. I come from the sales world. But between June 18 and July 16, I pushed 172...

信息来源：DEV Community

教程 / 实战普通2026-11-04 20:20

Where Claude's usage limits went: from SSE to protobuf frames

I maintain Claude Monitor, an open-source browser extension that shows claude.ai's usage limits: the...

信息来源：DEV Community · Claude

教程 / 实战普通2026-11-04 20:14

I scored 12 AI models on whether they admit they don't know. My own token limit nearly broke the test.

Most AI leaderboards ask whether the model got it right. I wanted to know something else: when it's...

信息来源：DEV Community

教程 / 实战普通2026-11-04 20:13

What You See Is What You Sign: the consent record agents are missing

There's a good argument going around right now that an agent's log tells you what it did but keeps no...

信息来源：DEV Community

教程 / 实战普通2026-11-04 20:11

Comparing Batch and Real-Time LLM Inference Economics

Batch inference costs 50% less than real-time inference at Anthropic, OpenAI and Google, in exchange...

信息来源：DEV Community · OpenAI / Claude

教程 / 实战普通2026-11-04 20:10

I built a malware-triage AI skill — then realized malware could talk it into lying

I'm a cybersecurity student, and I wanted to see how well an AI agent could help with the first,...

信息来源：DEV Community

教程 / 实战普通2026-11-04 20:06

Why KV-Cache Memory Tricks — Not New Math — Drove This Week's Biggest Inference Wins

LLM inference digest (Oct 28–Nov 4, 2026): elastic KV-cache offloading, MoE-tuned speculative decoding, and day-0 serving for Mistral Large 4.

信息来源：DEV Community · Mistral

教程 / 实战普通2026-11-04 19:54

James Shore 讲解如何测量 AI 对软件交付速度的影响

James Shore 在其系列文章第二部分提出测量 AI 对交付速度影响的方法。他指出交付速度不等于生产力，代码行数和 PR 都不可靠，建议采用随机分组、先估时后分配的组内重复测量实验，并提醒速度提升需按任务占比折算为整体收益，引用 METR 研究称工程师高估 AI 提速近 50%。

信息来源：O'Reilly Radar（热点 RSS）

教程 / 实战普通2026-11-04 19:42

Mitigating WebSocket Retry Storms: Preventing Server-Side Thread and Event-Loop Starvation

Mitigating WebSocket Retry Storms: Preventing Server-Side Thread and Event-Loop...

信息来源：DEV Community

教程 / 实战普通2026-11-04 19:30

StateRoot: shared intelligence and versioned work across AI agents

Hi DEV, I use several AI agents on cheaper subscriptions, switching to conserve usage limits and...

信息来源：DEV Community

教程 / 实战普通2026-11-04 19:16

Your LiveKit agent works great on WebRTC. The phone network will humble it

A voice agent that works perfectly in your browser can fall apart the moment someone calls it from a...

信息来源：DEV Community

教程 / 实战普通2026-11-04 19:12

I migrated off my no-code stack and regretted it. For nine days.

I migrated our whole setup off a pile of tools onto one app a couple of months ago. For the first...

信息来源：DEV Community

教程 / 实战普通2026-11-04 18:59

Two Months, Five People: Building the Backend Behind Foodmartex’s Next Chapter

Over the past two months, our five-person team at Foodmartex has built catalogue-grounded AI...

信息来源：DEV Community

教程 / 实战普通2026-11-04 18:48

The KV Cache From Scratch

In every part of this series, one thing kept showing up: the notebook. In Part 1 it grew by 72 KB...

信息来源：DEV Community

教程 / 实战普通2026-11-04 18:33

Weight-Space Programming: how GPT-6 Astra edited Qwen's weights and took MATH-500 from 7.9% to 48.1%

MIT CSAIL's weight-space programming: GPT-6 Astra edited 0.016% of Qwen3.5-0.8B's weights with no gradients and lifted MATH-500 from 7.9% to 48.1%. How it works.

信息来源：DEV Community · GPT / Qwen

教程 / 实战普通2026-11-04 18:19

Did Someone Repost My Malfoid AI Portrait? Finding Crops, Flips and Screenshots With Perceptual Hashes (Python, Tested)

You made a Malfoid (Female Malfoy / Fem Draco) portrait, posted it, and a week later a picture that...

信息来源：DEV Community

教程 / 实战普通2026-11-04 18:18

How a GPT-5.4 harness scored above GPT-6 Astra and Claude Code on ExtractBench

On LlamaIndex ExtractBench (370 documents, 4,869 pages), my open-source harness KYNEX scores 92.97...

信息来源：DEV Community · GPT / Claude

教程 / 实战普通2026-11-04 17:54

Your Agent Logs What It Did. It Has No Record of What It Meant To Do.

@allenheltondev published a post yesterday called What the heck do I alert on anymore?. He runs an AI...

信息来源：DEV Community

教程 / 实战普通2026-11-04 17:54

My PR demo videos make themselves now, in my voice

How I built a free pipeline that runs on my MacBook: it films the real app, narrates in a clone of my...

信息来源：DEV Community

教程 / 实战普通2026-11-04 17:32

DeepSeek Harness Creator Mode: When the Agent Builds Its Own Plugins — and Why That Needs Guardrails

On 2 November 2026, DeepSeek's Harness team announced Creator Mode for DeepSeek Harness, its...

信息来源：DEV Community · DeepSeek

教程 / 实战普通2026-11-04 17:30

Filtering After Retrieval Leaks Your Documents. Put the ACL Inside the Query.

In permission-aware RAG, filtering documents after retrieval is a data leak; the access-control predicate belongs inside the retrieval query itself.

信息来源：DEV Community

教程 / 实战普通2026-11-04 17:18

My linter reported 700 problems. Almost all of them were wrong.

AI coding agents read your AGENTS.md or CLAUDE.md on every request. Those files rot like any other...

信息来源：DEV Community · Claude

教程 / 实战普通2026-11-04 17:16

Signal #127: Raycast Gets Leaner, Vercel Starts Charging for Memory, and Biome Crosses 500 Rules

This week's tooling news is a mix of quiet performance work and forced decisions. Raycast isolated...

信息来源：DEV Community

教程 / 实战普通2026-11-04 17:14

Before you install that agent skill, vet it: building a checker that only blocks on proof

Installing an agent skill is an act of trust. A pack — a SKILL.md plus whatever scripts and...

信息来源：DEV Community

教程 / 实战普通2026-11-04 17:02

I Put a Local 7B Model Inside SSMS 21 & 22 (No Cloud, No API Keys)

TL;DR: I built a free, open-source SSMS 21 & 22 extension that plugs a locally-hosted 7B model...

信息来源：DEV Community

教程 / 实战普通2026-11-04 17:01

ChessMaster: Building a Personal Chess Coach on Stockfish and Claude

ChessMaster transforms raw game data into actionable coaching insights. Chess.com and Lichess show...

信息来源：DEV Community · Claude

教程 / 实战普通2026-11-04 16:58

How the Strands Agent Loop Actually Works

Starting from the smallest agent that runs and ending in the source where the loop turns out to be a recursion.

信息来源：DEV Community

教程 / 实战普通2026-11-04 16:44

My Rust target/ said 325 GB. My disk said 1.65 GB free.

so last week my Mac said the disk was full. like, actually full. 1.65 GB left out of 494 GB. I ran...

信息来源：DEV Community

教程 / 实战普通2026-11-04 16:32

When Cursor's MCP Connection Drops Mid-Workflow and the Agent Retries Blind

Quick guidance on when cursor's mcp connection drops mid-workflow and the agent retries blind.

信息来源：DEV Community · Cursor