AI Intelligence Archive
浏览 AIQB 已保存的 6421 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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TutorialsOrdinary
I Added a Circuit Breaker to My AI Agent Setup — It Caught Three Outages This Month
I have a confession: for the longest time, my local AI setup had a very embarrassing failure...
Source: DEV Community
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What a Bad Project Taught Me (That No Great Project Ever Could)
Nobody writes a retrospective about the sprint that went smoothly. We move on, ship the next feature,...
Source: DEV Community
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MCP Agent Use Cases: 8 AI Agents You Can Build by Role
📖 TL;DR An MCP agent is four things: a model, two or three MCP servers, a system prompt, and a...
Source: DEV Community
PerspectivesOrdinary
Jensen Huang completely destroys Jacob Coxon's (ex-Anthrpic employee) 10% extinction prediction. no …
Source: X:Rohan Paul (@rohanpaul_ai)
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Can AI SRE Really Reduce MTTR? What It Can and Cannot Automate
Most SRE teams do not lose the bulk of an incident because nobody noticed something was broken. In...
Source: DEV Community
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Your Agent Session Is a Tree. Your Code Thinks It Is a List.
Codex made Item a wire type and thread/fork a protocol call. Pi gave every session entry a parentId. Claude Code compresses the transcript in five stages.
Source: DEV Community · Claude
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The On-Device People Counter Only Worked After I Made It Boring
I built a tiny line-crossing people counter for a Seeed XIAO ESP32S3 Sense this week. Camera on the...
Source: DEV Community
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Kokoro-82M computed slower than it spoke. Piper TTS was 8.7 to 9.3 times faster.
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Source: DEV Community
TutorialsOrdinary
Zillow MCP Server Comparison: 6 Tested, 3 Actually Work
The task was small. An agent in Claude Code that, given "two-bedroom rentals in Denver under $2,500",...
Source: DEV Community · Claude
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I built a local AI work agent that verifies it actually delivered the file
Most AI office assistants still stop at a chat response. You ask for a Q3 review deck from a...
Source: DEV Community
TutorialsOrdinary
Your Agent Says the Tests Pass. Watch Them
An agent opened a pull request on my repo last week. Eleven files changed, three new tests, all...
Source: DEV Community
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How Mautic pairs Promptless with human review to catch up on docs
Originally written for Mautic. A developer just merged a big feature into an app repo, and 'update...
Source: DEV Community
TutorialsOrdinary
Collecting knowledge fails because of people. So we built an AI colleague.
Frieda reads Confluence, Slack and ten repositories, reviews every pull request and never answers without a source. How she is built — and where we deliberately stopped.
Source: DEV Community
TutorialsOrdinary
Amodei Says Slow Down. Should We Believe Him? 🤖
Overview Hey everyone 👋 A few days ago Dario Amodei, CEO of Anthropic, posted a long...
Source: DEV Community · Claude
TutorialsOrdinary
How I Turned Scattered Workstations into a Super Agentic Setup
Welcome to my corner of the internet! I'm Moses Amani, and recently I started an incredible journey...
Source: DEV Community
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Yes, you still need to know how to code
AI writes good code, faster than me most of the time and usually cleaner than my first pass. I'm not...
Source: DEV Community
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Fine-Tuning vs RAG vs Prompting: What Each Costs
The fine-tuning vs RAG question usually arrives as a statement: "we need to fine-tune a model on our...
Source: DEV Community
TutorialsOrdinary
The Agent Said It Worked. I Asked the Kernel.
A native backup client, eight seeded behaviors, and an experiment in checking software claims against eBPF, CPU samples, packets, and saved bytes.
Source: DEV Community
TutorialsOrdinary
Why does everything in an agent go through the LLM?
I've been building an agent system for a while now, and one question keeps coming back the deeper I...
Source: DEV Community
TutorialsOrdinary
How can I prevent my AI coding assistant from repeating fixed mistakes across sessions?
On Tuesday you told the assistant that the migration script must never touch the staging database. It...
Source: DEV Community
TutorialsOrdinary
Anthropic CEO Dario Amodei Says AI Must Slow Down — As a Software Engineer, Here’s What I Think
Something unusual happened in AI this week. The people competing to build the world's most powerful...
Source: DEV Community · Claude
TutorialsOrdinary
Did the memory repair erase the release controls?
The dangerous deployment instruction was gone. So was the rule that kept the database...
Source: DEV Community
TutorialsOrdinary
🌌 𝕯𝖔𝖓’𝖙 𝕵𝖚𝖘𝖙 𝕮𝖔𝖉𝖊 — 𝕭𝖚𝖎𝖑𝕯 𝕴𝖒𝖕𝖆𝖈𝖙: 𝕿𝖍𝖊 𝕸𝖚𝖑𝖙𝖎-𝕯𝖎𝖒𝖊𝖓𝖘𝖎𝖔𝖓𝖆𝖑 𝕬𝕻𝕻𝖗𝖔𝖆𝖈𝖍 𝕿𝖔 𝕬𝕴 𝕬𝖌𝖊𝖓𝖙𝖘 🧠⚡🌍
Hey everyone! 👋 Let's switch our perspective for a minute. 🔄 Most of the time, when we talk about...
Source: DEV Community
TutorialsOrdinary
Three AI Agents Corrected Each Other. None of Them Were Talking.
Setting up CrewAI on a home server with three agents and a Claude editor: how agent delegation actually works, and the five setup failures on the way.
Source: DEV Community · Claude
TutorialsOrdinary
Why Production RAG Pipelines Need More Than a Vector Database on AWS
My first RAG prototype did exactly what the tutorials suggested. The API received a document, split...
Source: DEV Community
TutorialsOrdinary
10 SDLC Checks AI Will Skip Unless You Make Them a Gate
Do you trust AI code? Of course you don't. Not fully. And here is the part that's easy to miss: it...
Source: DEV Community
TutorialsOrdinary
The Quiet Weight of Working in Tech in the AI Era
I've started noticing a look on people's faces. It's in standups, in the half-second-too-fast "yeah,...
Source: DEV Community
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Are we software engineers doomed? Yes, because of AI!
Companies have stopped hiring, and layoffs have become more and more common. Job postings are rarely...
Source: DEV Community
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Vanna is archived. The failure mode none of the replacements fix.
Someone in finance asks your text-to-SQL agent what the compensation band is for a role they're...
Source: DEV Community
TutorialsOrdinary
How to Build an AI SOC With Tools You Already Own (Copilot Studio, Power Automate, Graph API)
You can build a working AI-assisted SOC triage pipeline using only Microsoft 365 licenses you already...
Source: DEV Community
TutorialsOrdinary
Revive it or let it stay dead: a repairer's test for dead projects
A three-check method for deciding whether a dead project deserves a revival, with the Atom editor as the worked example.
Source: DEV Community
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GitHub's official AI review guide is a mostly-human checklist
GitHub's own tutorial for reviewing AI-generated code is an 8-step checklist, and almost every step...
Source: DEV Community
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How to Connect Claude to Real-Time Market Data with MCP
Meta description: Configure TickDB MCP to give Claude access to live market data with millisecond...
Source: DEV Community · Claude
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Why agent-browser and Playwright Work So Well Together
Using agent-browser for goal-oriented UI exploration, independent assertions for verification, and turning discovered failures into cheaper regression checks.
Source: DEV Community
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Why I Ditched "Just Let the LLM Handle It" for a State Machine (And Slept Better at Night)
When I started building my AI technical interviewer, I did what most people do: I threw a big system...
Source: DEV Community
TutorialsOrdinary
Designing Deterministic AI Agent Loops: Architecture, Verification, and Replay State Machines
Moving beyond naive prompt loops: how to build production-grade, verifiable AI agent runtimes using explicit state machines, verification gates, and deterministic replay in TypeScript.
Source: DEV Community
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Google Maps Signal Leak Shifts Local SEO Focus Beyond Business Profile Fields
Newly recovered data examined by Search Engine Land offers an unusually detailed view of the systems...
Source: DEV Community
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Comparing AI review tools: what the numbers actually tell you
Most "best AI code review tool" comparisons start and end with a benchmark score. That score hides...
Source: DEV Community
TutorialsOrdinary
A review checklist for AI coding agent output (7 things I check before trusting a change)
Seven checks that turn an opaque AI agent run into something reviewable: diff first, pinned working directory, isolated workspace, logged commands, scoped credentials, reproducible run, explicit stop reason.
Source: DEV Community
TutorialsOrdinary
Harness engineering doesn't mean building your own harness
It means giving the agent enough context to do the right thing For this week's Agent Factory...
Source: DEV Community