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浏览 AIQB 已保存的 9740 stories AI intelligenceArticles，覆盖Models、Products、Industry、Research、教程与观点方法六大分类。

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TutorialsOrdinary2026-09-12 21:51

My message board for AI agents got spammed. The spam wasn't written for humans.

msgboard.dev is the board I built where agents, not people, do the posting. Four articles in, the...

Source: DEV Community

TutorialsOrdinary2026-09-12 21:29

One Python Agent Core, Four Ways to Run It: Nova on Server, Web, TUI, and Desktop

Nova is an open source AI agent with one shared Python runtime behind an HTTP server, web UI, terminal TUI, and desktop app. Here is how it fits together and how to try it locally with Ollama.

Source: DEV Community · Ollama

TutorialsOrdinary2026-09-12 21:17

/skill-doctor: 40 skills, 3,060 tokens a turn, and the wrong ones to cut

We ran the new /skill-doctor command on the machine that runs our shop. It listed 40 skills costing...

Source: DEV Community

TutorialsOrdinary2026-09-12 21:13

No citation, no claim: building a RAG backend that refuses to hallucinate"

A few weeks ago, an AI assistant gave me a confident, well-written answer about one of my own PDFs....

Source: DEV Community

TutorialsOrdinary2026-09-12 21:06

Your AI vendor says "zero egress." Here is how to actually check.

Every private AI vendor now says some version of "your data never leaves your network." It is a good...

Source: DEV Community

TutorialsOrdinary2026-09-12 21:00

Dijkstra, Knuth, Kernighan: 10 Quotes That Predicted the AI Coding Debate

The debates we're having about AI coding in 2026 (vibe coding, can you trust generated code, is learning to code dead) were answered decades ago. Here are 10 quotes from Dijkstra, Knuth, Kernighan and others that read like they were writte…

Source: DEV Community

TutorialsOrdinary2026-09-12 20:45

Claude Code Changed How I Work — An Honest Developer Review

After months of using Claude Code for real projects, here's my honest take on what works, what doesn't, and why it changed my workflow.

Source: DEV Community · Claude

TutorialsOrdinary2026-09-12 20:42

Android's AI Era: Hype vs. Architecture

I have spent the last year and a half building against Android's agentic APIs, not reading about them...

Source: DEV Community

TutorialsOrdinary2026-09-12 20:39

Both sides of the job interview are running models now, and neither one says so

A recruiter sends you a link. You record four answers into a webcam with nobody on the other end. A...

Source: DEV Community

TutorialsOrdinary2026-09-12 20:30

TrustED Moves Privacy Preserving Data Sharing Into Real World European Pilots

The EU-funded TrustED project is moving privacy-preserving data sharing from technical design into...

Source: DEV Community

TutorialsOrdinary2026-09-12 20:24

Will AI Take Software Engineering Jobs? Will AI impact software engineers?

One question I keep seeing everywhere is: Will AI take software engineering jobs? Based on what I’m...

Source: DEV Community

TutorialsOrdinary2026-09-12 20:24

How I stop an LLM from hallucinating in production (RAG + entity-match + MCP)

How do you make an LLM answer questions about real-world entities — companies, people, records —...

Source: DEV Community

TutorialsOrdinary2026-09-12 20:22

Do Coding Agents Really Need Unrestricted Shell Access?

Exploring a bounded repository capability layer with MCP, AST/LSP code intelligence, guarded writes,...

Source: DEV Community

TutorialsOrdinary2026-09-12 20:11

They knew it wasn't the model. They patched it anyway.

I swapped the language model for a random forest and ran the same broken pipeline past forty agents. Nineteen of twenty patch the symptom on each side, with the model and without it. What separates the two arms isn't that they investigate …

Source: DEV Community

TutorialsOrdinary2026-09-12 19:38

6 Sneaky LLM Bugs That Only Show Up After You Ship

Okay, real talk. You know that feeling when your AI feature works perfectly in testing, you ship it...

Source: DEV Community

TutorialsOrdinary2026-09-12 19:31

Your AI agent can plan anything. It still can't click "Post".

Half the posts on my feed this week are some version of "what even is an AI agent." If-statements in...

Source: DEV Community

TutorialsOrdinary2026-09-12 19:15

AI Just Claimed to Crack the Navier-Stokes Problem. It's Part of a Much Bigger Pattern

Meta description: OpenAI says an AI model found a singularity in the Navier-Stokes equations, one of...

Source: DEV Community · OpenAI

TutorialsOrdinary2026-09-12 19:02

How to Build an AI-Ready Data Foundation Before Your Business Scales

Most AI projects fail for one simple reason: the data is not ready. Not the model. Not the...

Source: DEV Community

TutorialsOrdinary2026-09-12 18:58

The Rise of Multimodal AI Agents: Why Developers Are Moving to Unified Runtimes

The Rise of Multimodal AI Agents: Why Developers Are Moving to Unified Runtimes For the...

Source: DEV Community

TutorialsOrdinary2026-09-12 18:49

Your Memory Server Did Not Say destructiveHint. By the Spec, That Means True.

A tool that ships no annotations has not stayed silent about whether it is destructive. Under the MCP...

Source: DEV Community

TutorialsOrdinary2026-09-12 18:47

13 Claude doc changes since June that still show up wrong in tutorials

I run a small Claude guide site (Korean first, English translations), and my biggest problem was...

Source: DEV Community · Claude

TutorialsOrdinary2026-09-12 18:44

I built an MCP server that lives inside WordPress - here's the safety model

I do WordPress and SEO work for clients. I wanted Claude to operate my sites, but I did not trust an...

Source: DEV Community · Claude

TutorialsOrdinary2026-09-12 18:29

Do AI Agents Need a Causal Architecture, or Is Next-Token Prediction Enough?

A few weeks ago I watched a well-funded agent demo crash. The model had a clean tool-calling loop and...

Source: DEV Community

TutorialsOrdinary2026-09-12 18:00

Clean Engineering, Unstable Measurement: A Preregistered Reliability Failure of Black-Box LLM Observers on Shared Endpoints

Clean Engineering, Unstable Measurement: A Preregistered Reliability Failure of Black-Box...

Source: DEV Community

PerspectivesOrdinary2026-09-12 18:00

Mercury Is Shrinking Way Faster Than We Thought， Scientists Discover

Source: 404 Media（RSS）

TutorialsOrdinary2026-09-12 17:49

MoE vs Edge AI: They Are Not the Same Thing

Recently, I came across an X demo of a 35B language model running on an iPhone using only 1–2.5 GB of...

Source: DEV Community

TutorialsOrdinary2026-09-12 17:43

The Framework Ate the Fundamentals. Then AI Learned How to Code.

How JavaScript fatigue, Electron, and AI coding assistants revived the oldest fear in...

Source: DEV Community

TutorialsOrdinary2026-09-12 17:32

Cache Invalidation Never Died. AI Just Made It Expensive Again.

Why a programmer joke from the 1990s suddenly explains prompt caching, KV cache, LLM inference costs,...

Source: DEV Community

TutorialsOrdinary2026-09-12 17:19

I tested my sandbox against Deno and plain Python on 63 AI-written scripts

I've been building a language where a function's signature declares which effects it may perform, and...

Source: DEV Community

TutorialsOrdinary2026-09-12 17:03

History of the Model Context Protocol (MCP)

History of the Model Context Protocol (MCP) Origins (mid-2024) MCP started as...

Source: DEV Community

TutorialsOrdinary2026-09-12 16:39

The Privacy Paradox: AI Personalization Without Surveillance in Web3

AI personalization usually follows a simple assumption: More data = better personalization. The...

Source: DEV Community

TutorialsOrdinary2026-09-12 16:39

Our Recall Was 0.087 and the Model Was Innocent: How Domain-Scoped Replay Doubled It

Update — v0.3.0 released. CauterRule is now live on GitHub and PyPI. It turns repeated agent...

Source: DEV Community

TutorialsOrdinary2026-09-12 15:26

Modernizing Vue App by using IBM Bob

Background I have many applications that use Vue CLI and, of course, are mostly still on...

Source: DEV Community

TutorialsOrdinary2026-09-12 15:08

Learn how Antigravity Usage Intelligence lets you monitor token consumption, cache savings, and quotas in Google’s Antigravity IDE.

Figure: Example Antigravity Usage Intelligence dashboard in VS Code, showing token usage charts and...

Source: DEV Community

TutorialsOrdinary2026-09-12 14:53

Antigravity Usage Intelligence: Track Tokens, Quotas, Cache, Reasoning, and Agent Activity

Antigravity Usage Intelligence: Track Tokens, Quotas, Cache, Reasoning, and Agent...

Source: DEV Community

TutorialsOrdinary2026-09-12 14:21

I stopped asking my AI agents to read the project memory. Now the server does it for them.

Follow-up to I run 9 parallel Claude Code sessions — the bottleneck wasn't the model, it was...

Source: DEV Community · Claude

TutorialsOrdinary2026-09-12 14:20

AI Agents Don't Read Your API Docs Like Developers Do

I have spent a lot of my time writing API documentation, and I used to think that I understood what...

Source: DEV Community

TutorialsOrdinary2026-09-12 14:17

Architecting Autonomous Healthcare Concierge Agents: From Partial Slot Extraction to Bi-Directional Database Sync & Sub-100ms Tool Traces

Architecting Autonomous Healthcare Concierge Agents: From Partial Slot Extraction to...

Source: DEV Community

TutorialsOrdinary2026-09-12 14:14

DeepSeek as the default model on ChatGPT Codex

In this article, I will explain how you can set DeepSeek as the default model for your Codex coding...

Source: DEV Community · ChatGPT / DeepSeek

TutorialsOrdinary2026-09-12 14:09

Four Bubbles Wearing One Trenchcoat: A Developer's Autopsy of the AI Boom vs. the Dot-Com Crash

Four Bubbles Wearing One Trenchcoat: A Developer's Autopsy of the AI Boom vs. the Dot-Com...

Source: DEV Community