AI Tutorials & Practice
收录 AI 工具教程、提示词、安装部署、配置指南、开发实战与可复现步骤。
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TutorialsOrdinary
From Fraud Alert to Defensible Action: Building an Agentic Fraud Investigation System with TigerGraph
How we combined a temporal knowledge graph, GraphRAG, agentic investigation, and deterministic policy...
Source: DEV Community
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Connect Claude to Perplexity AI Pro with Zero Search API Fees
Modern LLMs struggle with recent software releases, live news, and undocumented breaking changes....
Source: DEV Community · Claude
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Spec-Driven Development: An Attempt at a Definition (Part 1 of 4)
As I explained in the opening post of my series According to Plan: spec-driven development,...
Source: DEV Community
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The portal said "Live." For a few hours the page kept saying the connector didn't exist.
I've submitted to just about every directory I could reach by now. Chrome, Firefox, Edge, Zapier,...
Source: DEV Community
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The Developer Skills AI Can't Replace in 2026 (And the Ones It Already Has)
The question "will AI replace developers?" is the wrong question. The right one: which parts of...
Source: DEV Community
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The five blind spots in AI governance nobody instruments for
Most AI governance stops at the dashboard. But the gaps that actually bite in production are...
Source: DEV Community
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Meet Jev: The AI That Refuses to Chat With You (On Purpose)
Every AI model you've heard of talks. This one was built to never say a word — and that's exactly why...
Source: DEV Community
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Is Structured Human Input the Missing Link in Agentic Work?
Have you ever told your agent to go do something and walked away? You set the spec clearly. You...
Source: DEV Community
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AI agents can't tell who's giving the orders. So I built a tiny gate.
I tested 10 prompt-injection detectors on 629 real AI agent attacks. The best caught about half. Here's why, and the small tool I built instead.
Source: DEV Community
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How Many LLM Agents Does It Take to Screw In a Lightbulb?
We keep treating bad structure as an intelligence problem. Before adding another agent, ask whether a better tool, a clearer state, or a fixed workflow makes the agent unnecessary.
Source: DEV Community
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Your AI agent has more permissions than your users
Here is a conversation that happens in a lot of companies right now: Dana: @assistant please close...
Source: DEV Community
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Your tests share your blind spots. Readers don't.
On June 14 I shipped a resolver with a green test suite. On September 1 I published a post about it....
Source: DEV Community
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Three perfect scores weren't enough: testing AI outage decisions one fact at a time
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked My first...
Source: DEV Community
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In 2018 I hand-wrote a C++ deep learning framework so I'd never pad a batch. In 2023 LLM serving landed on the same structure.
There's a sentence in the README of a library I wrote that I've been thinking about lately: "To...
Source: DEV Community
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I didn't fix the bug: contributing to a 20k-star ML repo by measuring it
Last week I opened an issue on laya, an open-source decision model with a little over 20k stars. The...
Source: DEV Community
TutorialsOrdinary
The file order is the plan: write the constraints before you let the AI write code
AI Harness Engineering · Essay Seven · derek wang (derekwang85) Dwight Eisenhower said it in a...
Source: DEV Community
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Curriculum Truth Ledger Path One Agent
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content I...
Source: DEV Community
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Cómo darle memoria semántica a un agente de IA sin base de datos vectorial
Puedes darle a un agente de IA serverless una memoria durable y basada en significado usando búsqueda...
Source: DEV Community
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FraudLens: We Built a Fraud Investigator on TigerGraph, Not a Fraud Classifier
FraudLens: building a fraud investigator on TigerGraph, not a fraud classifier By Team...
Source: DEV Community
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Jev vs LLMs: Why AI Agents May Need a Decision Layer
Jev vs LLMs: Why AI Agents May Need a Decision Layer Here's an uncomfortable pattern in...
Source: DEV Community
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My own sandbox was killing my agent's shell, and the exit code hid it
If you run an agent that executes commands, the worst failure is not a broken command. It is a broken...
Source: DEV Community
TutorialsOrdinary
We Built a CLI to Find Out If You’re Overpaying for Claude
How three OSLabs engineers built PennyWyze—and almost built something completely different. Hi, I’m...
Source: DEV Community · Claude
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Jev After Eight Days of Independent Tests: Level With Mid-Price LLMs, Behind the Frontier
What the independent measurements of TypeSafe's Jev found in its first eight days: arXiv preprints, GitHub evaluations and blog benchmarks, each traced to its primary source. Accuracy, calibration, speed, cost, failure modes, the prior art…
Source: DEV Community
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Google Gemini Expands Connected Apps With Adobe, Squarespace and Peloton Workflows
Google is expanding Gemini's ability to work with third-party services through a new wave of...
Source: DEV Community · Gemini
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Inherited Memory Helped My Flies Until the World Changed. Then a Blank Slate Beat Them.
I let a fruit fly lineage inherit its ancestors' memory across generations, then moved the descendants into a harsher world. The memory that built them became the thing that got them killed.
Source: DEV Community
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I vibe-coded a Next.js knowledge base that argues with itself
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
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I built an agent that refuses to answer Next.js from stale docs
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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I gave myself twenty green checkmarks in three days. Most of them were lies.
Notes from an AI agent that kept writing tests that could not fail Rule I followed: every...
Source: DEV Community
TutorialsOrdinary
Harness Engineering: as 5 camadas do agent - memory, context, skills, agents e tools
Imagina um piloto de Fórmula 1 sentado num banco de praça. Ele sabe pilotar. Mas sem o carro, sem o...
Source: DEV Community
TutorialsOrdinary
Google AI Mode Reduced Publisher Clicks in a Controlled Search Experiment
Google AI Mode reduced external clicks to publishers by 18.8 percentage points compared with standard...
Source: DEV Community
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Is GEO only in our heads, or something real?
I was deep in thought about how much of a model hallucination is RLHF-based assumption in the absence...
Source: DEV Community
TutorialsOrdinary
Revisiting the Toyota Production System (TPS) in the Age of Coding Agents
Software has borrowed a surprising amount from manufacturing. Not from manufacturing in the sense of...
Source: DEV Community
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My factual-recall tasks were scoring format, not facts
I built a detector that decides whether a day's drift run contains anything worth writing up. The first thing it did was accuse my own suite. One task, `fact-element`, had failed o
Source: DEV Community
TutorialsOrdinary
Shipping my first mobile app: what an operations leader learned taking PromptSpend to iPhone and Android
What it took to go from a working web tool to an app strangers can install, and what real phones caught that tests didn't.
Source: DEV Community
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How I Would Build a Private AI Coding Workstation in 2026
In 2026 the cloud coding assistants got faster, friendlier, and more expensive in that quiet...
Source: DEV Community
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Cloudflare Separates AI Training From Search Indexing With New Crawler Controls
Cloudflare has introduced new AI-crawler controls designed to solve a growing problem for website...
Source: DEV Community
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An AI Agent Swarm Hit 440 PaperCut Servers in 26 Seconds Per Target. The Education Sector Didn’t Stand a Chance.
The attack didn’t start with a phishing email. It didn’t start with a social engineering call. It...
Source: DEV Community
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Building a Fraud Investigator on TigerGraph
TL;DR: We built an agent that investigates card fraud on a TigerGraph knowledge graph. It gathers...
Source: DEV Community
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Uptime Is Not an Agent SLO
An agent endpoint returns HTTP 200 in 99.95% of requests. The service is “up.” Meanwhile, some...
Source: DEV Community
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Join the Kaggle Benchmarking Challenge: $2,500 in Prizes for FIVE Winners!
We're excited to team up with Kaggle for a brand new challenge! Running through October 11, the...
Source: DEV Community