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浏览 AIQB 已保存的 9747 stories AI intelligenceArticles，覆盖Models、Products、Industry、Research、教程与观点方法六大分类。

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TutorialsOrdinary2026-10-22 21:45

I let Claude Code search for a trading strategy, but hid the last two years of data from it

I gave Claude Code ten years of USD/JPY daily bars and asked it to find a trading rule. It ran...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-22 21:34

Nothing Reported It

Five ways my own test harness lied to me, and the one that nearly got published The number...

Source: DEV Community

TutorialsOrdinary2026-10-22 21:27

Benchmarking 6 Open LLMs on a 2-Machine RPC Cluster (Consumer GPUs, ~96GB VRAM)

In the endless pursuit of "bigger, bigger, and even bigger," I finally reached this point: two...

Source: DEV Community

TutorialsOrdinary2026-10-22 21:14

Seedance 2.5 Camera Control: Block Out AI Film Shots in Blender First

Control the camera in Seedance 2.5 AI video: block the shot out in Blender with Blender AI (3D-Agent), then let the blockout drive the AI shot frame for frame.

Source: DEV Community

TutorialsOrdinary2026-10-22 21:12

OneGraph: grounding Gemma 4's code reviews in a real dependency graph instead of a guess

Graphify's tree-sitter dependency graph plus Gemma 4, wired live into PR-Agent as a /graph_risk command, verified against a real pull request.

Source: DEV Community

TutorialsOrdinary2026-10-22 21:12

An MCP security checklist for developers wiring agents to real tools

Connecting an agent to a tool through MCP takes about ten minutes. You add a server to a config file,...

Source: DEV Community

TutorialsOrdinary2026-10-22 20:25

Day 3 of Building HYNA-Stage: Launching "Hacker Stage" & KODA Code Jam Season 3! 🐯☁️

Yesterday, our Day 2 post hit 100 comments. 🤯 When you are a 12-year-old founder building cloud...

Source: DEV Community

TutorialsOrdinary2026-10-22 20:18

My AI-written plan went through every check I could think of. The gaps were in what I never said.

The plan was 22,000 words long. Twelve agents had worked on it for close to two hours. Among them,...

Source: DEV Community

TutorialsOrdinary2026-10-22 20:17

How many tokens does Blender MCP really use? 72 Claude Code runs, and a racing scene for $0.47

People say hooking Blender up to Claude through MCP eats tokens. I couldn't find a single...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-22 20:15

Anthropic Runs 30,000 Agents at Once. What Keeps Them Under Control?

In one of Anthropic's internal experiments, a group of Claude agents was supposed to solve math...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-22 20:07

Read the Logs Before You Rewrite the Prompt

For a while I tried to fix my orchestrator by writing to it. It runs on GPT-6.1 Sol, and it had...

Source: DEV Community · GPT

TutorialsOrdinary2026-10-22 19:48

How Do I Stop Prompt Injection From Reaching My Tools?

You can't stop untrusted text from reaching a model. If your agent reads public GitHub issues, anyone...

Source: DEV Community

TutorialsOrdinary2026-10-22 19:30

Advanced LLM Engineering

Advanced LLM Engineering A deep-dive walkthrough of what is under the hood of large...

Source: DEV Community

TutorialsOrdinary2026-10-22 19:19

Agents won't forgive your docs

I spent the last year in a black box. Maternity leave does that: the world keeps moving, and you only...

Source: DEV Community

TutorialsOrdinary2026-10-22 19:00

Hornet: A Local Coding Goal You Can Inspect, Pause, and Resume

A useful coding run should leave more than a convincing final message. It should leave changed files,...

Source: DEV Community

TutorialsOrdinary2026-10-22 18:40

HuskDesk: Stop Losing Your Flow to Tab Chaos | Week 3 Dev Challenge | Hacktoberfest 2026

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

Source: DEV Community

TutorialsOrdinary2026-10-22 18:19

I Let an LLM Art-Direct Lyric Videos. Then I Took Most of the Job Away.

I've been building LyricVideoGenerator, a tool that takes a song and its lyrics and renders a lyric...

Source: DEV Community

TutorialsOrdinary2026-10-22 18:09

Solution by Slot Inc

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

Source: DEV Community

TutorialsOrdinary2026-10-22 18:04

AI Agents in Production: Identity, Budgets, and Blast Radius

A demo agent has one user, one task, and a forgiving audience. A production agent has a queue, a bill, a security boundary, and a hostile network. The three si…

Source: DEV Community

TutorialsOrdinary2026-10-22 18:03

Don't trust the config: 6 tests that prove your self-hosted AI agent server is locked down

Disclosure: I wrote this with AI assistance and checked every command and number against my own test...

Source: DEV Community

TutorialsOrdinary2026-10-22 17:52

What it took to get our MCP server into Claude's connector directory

An automated review approved Privatrak for Anthropic's connector directory about an hour after we...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-22 17:50

Your Vibe-Coded Site Works. AI Search Can't See It.

Last weekend someone shipped a full landing page — pricing section, testimonials, a working contact...

Source: DEV Community

TutorialsOrdinary2026-10-22 17:39

LazyLecture 🦥: Because Making Study Notes Shouldn't Be a Whole Study Session

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

Source: DEV Community

TutorialsOrdinary2026-10-22 17:33

SlothWeaver: a local summarizer that naps when your laptop does (and picks up where it left off) 🦥

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

Source: DEV Community

TutorialsOrdinary2026-10-22 17:26

When You Don't Need an LLM: Splitting Work Between Device, Classifier and Big Model

Laravel AI SDK 1.0 makes classification a capability of its own. It is the same question I ask in Miraviso: which slice of the work actually deserves a generative model.

Source: DEV Community

TutorialsOrdinary2026-10-22 17:25

5 Roles, 0 Standups: How I Run Autonomous AI Agents as a Solo Developer

5 Roles, 0 Standups: How I Run Autonomous AI Agents as a Solo Developer I'm a head...

Source: DEV Community

TutorialsOrdinary2026-10-22 17:14

Building real-time speech translation in the browser: what actually mattered

Lessons from building live speech-to-text plus translation in plain browser JavaScript: audio capture, sentence segmentation, LLM translation with context, and latency.

Source: DEV Community

TutorialsOrdinary2026-10-22 17:05

SlothDigest 🦥: Rewarding Laziness with Open-Weight AI

Tomorrow is International Sloth Day, and our favorite DEV moderator Sloan the Sloth understands...

Source: DEV Community

TutorialsOrdinary2026-10-22 16:59

I Built an Agent Skill That Tests Your App Like Four First-Time Users

Four simulated first-time users, one simple audit workflow, and a copy-paste prompt to try it on your app.

Source: DEV Community

TutorialsOrdinary2026-10-22 16:42

i made a 501B model think less and it scored the same

i spent this week trying to understand where reasoning actually happens in a model. it started with...

Source: DEV Community

TutorialsOrdinary2026-10-22 16:40

I kept missing Claude Code's permission prompts, so I built a desktop around it

I usually have two or three Claude Code sessions open: a frontend, an API, sometimes a side project....

Source: DEV Community · Claude

TutorialsOrdinary2026-10-22 16:37

Group Project Ghost: I was too lazy to be my team's nag, so I built one

Every group project has one person who becomes the de-facto nag. The one who chases the teammate who...

Source: DEV Community

TutorialsOrdinary2026-10-22 16:02

A 30-day-old note was obeyed exactly as hard as a 7-year-old one

I put a decision in a repository: "do not use TypeScript, the team does not know it." The date on it...

Source: DEV Community

TutorialsOrdinary2026-10-22 15:54

From a URL to a Merchant Profile: Extracting a Business's Name, Logo, MCC and Head Office

1. The problem: a website address is often all you have A new merchant signs up to take...

Source: DEV Community

TutorialsOrdinary2026-10-22 15:54

Rendering LLM output in a VS Code webview without trusting it

Slashi, the VS Code extension I maintain, has an AI answer panel: you ask about the selected code,...

Source: DEV Community

TutorialsOrdinary2026-10-22 15:22

Convert Time Columns into Rows and Pivot into a New Cross Table

Problem Description The table tb can be seen as a cross table: the combination of the ID...

Source: DEV Community

TutorialsOrdinary2026-10-22 15:12

Sloth Sounds: I Was Too Lazy to Pick a Playlist, So I Taught My Laptop to Make the Music 🦥

Sloth Sounds: I Was Too Lazy to Pick a Playlist, So I Taught My Laptop to Make the Music...

Source: DEV Community

TutorialsOrdinary2026-10-22 15:06

Self-healing spiders: letting an agent fix your Scrapy crawl, with a lid on it

An agent repairs a Scrapy spider after a redesign, then heals a live crawl mid-run through Spidermon and the Scrapy MCP. From our Extract Summit Austin workshop

Source: DEV Community

TutorialsOrdinary2026-10-22 15:00

Databricks for AI Engineering

Databricks bought Neon and turned it into Lakebase, so an agent can get its own branch of production in seconds and the rows it writes land in a governed table you can query. I walk through what that gives you, where it stops (nothing merg…

Source: DEV Community

TutorialsOrdinary2026-10-22 15:00

One Dev, Four Specialists: My Agent Team for OpenCode 🧑‍💻

Overview Hey everyone 👋 For a long time my OpenCode workflow was one agent, one giant...

Source: DEV Community