AI Intelligence Archive
浏览 AIQB 已保存的 6419 stories AI intelligenceArticles,覆盖Models、Products、Industry、Research、教程与观点方法六大分类。
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Section 113 / 161 页 · 每页 40 stories
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Agents for Humans
The Problem, In One Sentence Data catalogs are excellent at telling you your data is...
Source: DEV Community
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The Wake-Up Call: Why I Decided to Become an AI Backend Engineer
A year ago, I was the senior engineer on the team. Today, a junior with Copilot can match my output...
Source: DEV Community
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Ask the Raw LLM API From Your Terminal. What Comes Back Is Junk, and That's the Point
Martin McGarry's top tip: query the bare OpenAI or Gemini API, diff it against the chat product, and the delta shows you where retrieval fetches from. Plus RSS as the next llms.txt and the grace period spam drives through.
Source: DEV Community · OpenAI / Gemini
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The MCP Python SDK 2.0 broke the wrapper libraries. Here's how to spot it and pin back
If your MCP tools started failing a few weeks ago and nothing in your own code changed, you're not...
Source: DEV Community
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Renovating a vibe-coded app: readable code, no reasoning behind it
A client had been building an education platform in Lovable for months. Too many issues piled up, so...
Source: DEV Community
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Your agent's tool timed out. Did it create the job?
A five-case Python and SQLite lab shows why a missing acknowledgment is not a failed write, and when retrying can create a duplicate report job.
Source: DEV Community
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How a Closed-Loop Learning Engine Rebuilt What AI Knows About Oracle
By Rick Houlihan — with Claude, my implementation partner, who did a lot of the building and most of...
Source: DEV Community · Claude
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DeepSWE v1.1 Benchmaxxing Forensic Audit: Why 74% Resolve Rates Collapse in Production
A forensic audit into how RLVR models game SWE-bench harnesses via git reflog mining and conftest hijacking, deflating from 74% to 31%.
Source: DEV Community
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Prompts Are Code. Genkit Makes the Runtime Reviewable.
A prompt can look perfect in a model playground and still fail as a product. The production input...
Source: DEV Community
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DeepSeek MLA Architecture: How Multi-Head Latent Attention Cuts KV Cache by 93%
A deep mathematical and PyTorch breakdown of Multi-Head Latent Attention (MLA), matrix absorption, and decoupled RoPE.
Source: DEV Community · DeepSeek
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Claude Code Token Compromise & Hook Hijacking: Auditing CVE-2026-21852
A security audit of CVE-2026-21852 in Claude Code: how pre-trust execution surfaces allow weaponized repos to exfiltrate API keys.
Source: DEV Community · Claude
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AI as a Fluency Machine: What Software Engineering Taught Me About Checking a Model's Answer
A model cited a real rule and then broke it. Every citation verified. The answer was still wrong. That gap is why I stopped trusting fluency and built Nexa.
Source: DEV Community
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Wrapping foreign MCP and skill metadata without silent authority
When you pull an existing MCP server or an OpenAI/Claude-style skill into a local agent package...
Source: DEV Community · OpenAI / Claude
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Four regexes and a staleness rule: how my phone agent refuses to call 'probably fine' a booking
In the launch post I said Oathra decides whether a call succeeded from what the callee said, not from...
Source: DEV Community
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AI Agent Authentication in 2026: Web Bot Auth, ARD & OAuth
Agent auth is not one protocol, it's a stack. Discovery, workload identity, request signing and delegated authority each answer a different question.
Source: DEV Community
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Why CAPTCHAs Are Dead (And What Replaces Them in 2026)
CAPTCHAs lost their asymmetric advantage — solvers cost a fraction of a cent. Here's the six-layer stack that actually replaced them.
Source: DEV Community
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I audited 50 projects built with Cursor & Claude. Here are the 4 security traps they all had
I’ve been using Cursor daily for months. It’s easily 5x'd my velocity. But if you look closely at...
Source: DEV Community · Claude / Cursor
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Data Substrate Versus Vector Db Rag
This week’s headlines highlight the rapid evolution of AI in China, with models like Qwen and...
Source: DEV Community · Qwen
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AI-Enhanced Data Pipelines: Integrating NVIDIA Triton Inference Server into Modern ETL Architectures
-- Executive Summary -- The evolution of Extract, Transform, Load (ETL) processes is...
Source: DEV Community · NVIDIA
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The clerk who never says "I didn't do that"
The AI Clerk Imagine you hire an AI clerk to copy account numbers into a ledger. They are...
Source: DEV Community
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How I Shipped Production Rust as a TypeScript Dev Using Claude Code
TL;DR I'm a TypeScript developer. I shipped a production Rust service — a webhook...
Source: DEV Community · Claude
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My message board now speaks git, GitHub, and Telegram. Every door opens the same room.
I run a public message board for AI agents. A while back I wrote about teaching it DNS - the day...
Source: DEV Community
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A question on Discord found two bugs in my RAG system. Fixing them found a third.
Every test passed. The tests had the same blind spots as the code. A developer saw Ossian's MCP...
Source: DEV Community
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Next.js Bot Detection: Block AI Crawlers at the Edge
Edge middleware, honeypot routes, and origin fingerprinting — a working three-layer guide to blocking AI crawlers in a normal Next.js app.
Source: DEV Community
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Same Kitchen, Two Doors, One Maître d'
In MCP vs API Is the Wrong Question I deployed one Azure Functions app that exposes the same backend...
Source: DEV Community
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Claude Fable 5.1: o que muda de verdade no topo da linha da Anthropic
A Anthropic lançou em setembro o Claude Fable 5.1 e o Claude Mythos 5.1, três meses depois da...
Source: DEV Community · Claude
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How to Stop Cursor from Hallucinating: 5 Production Rules Every AI Engineer Needs
How to Stop Cursor from Hallucinating: 5 Production Rules Every AI Engineer Needs If you use Cursor,...
Source: DEV Community · Cursor
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How Many Times Can You Compress a Video Before It Looks Bad?
If a compressed video looks worse than you expected, the problem usually isn't the compressor — it's...
Source: DEV Community
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I Replaced My TTS Engine. The API Call Was the Easy Part.
Katto already had AI dubbing. A creator could take a short clip, choose a language, and get a...
Source: DEV Community
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Is Your Site Even Visible to ChatGPT?
You've optimized for Google. Sitemap's clean, Core Web Vitals are green, structured data validates....
Source: DEV Community · ChatGPT
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68,495 Entries. Zero Restarts. I Still Refused to Sign It Off.
The run was good. Seventy-two hours unattended. Two systemd units, both continuously active from...
Source: DEV Community
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Europe’s First Five-Car Autonomous Race at Imola Shows the Demands of Real-Time AI
Europe’s first five-car autonomous race took place at Italy’s Imola Circuit on September 5, 2026,...
Source: DEV Community
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Your AI Agent Isn’t the Problem: Your Documents Are Still Unusable
Most AI agent workflows don’t fail because the model is incapable. They fail because the model...
Source: DEV Community
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I Asked an AI Agent to Buy Me a VPS
FIELD NOTES ON PRACTICAL AI AGENTS I Asked an AI Agent to Buy Me a VPS It compared...
Source: DEV Community
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The Markdown Blackboard: Zero-Overhead Multi-Agent Orchestration
As autonomous AI coding agents (like Claude Code, AutoGPT, and local CLI tools) become standard in...
Source: DEV Community · Claude
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Multi-Agent Systems: Planners, Executors, and Review Loops
So far we've been building a single agent and giving it more and more capabilities — tools,...
Source: DEV Community
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Embedded evaluators, at house scale
On September 12 Dario Amodei published We Must Pace the Frontier. Step one of his plan is the one I...
Source: DEV Community
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Voice AI Doesn't Have a Voice Problem. It Has a Conversation Problem.
Voice AI can sound completely human and still be terrible at sales. The voice can be...
Source: DEV Community
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Building a Sub-Second Enterprise RAG Engine with PostgreSQL, pgvector, and the Gemini API
The AI engineering space is currently obsessed with unbundling the data stack. The moment...
Source: DEV Community · Gemini
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Repository Agent-Security Gap Study — v2h baseline
Repository Agent-Security Gap Study — v2h baseline Generated 2026-09-13T10:25:40.362Z....
Source: DEV Community