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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The calibration bug that taught our fraud agent to wave fraud through
An agentic fraud investigator on TigerGraph: GSQL, GraphRAG, MCP, and a deterministic policy core the LLM cannot touch.
Source: DEV Community
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Matrix – Check whether your AI agent actually did what it claimed
Agents report success for actions that never happened — no error, clean trace, and every...
Source: DEV Community
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Why a swarm of AI agents is the hardest thing this series has tried to tame
AI Harness Engineering · Essay Eight · derek wang (derekwang85) Kevin Kelly opens Out of...
Source: DEV Community
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Building a fraud investigation agent on TigerGraph for Hacker House Goa
For the TigerGraph Hacker House Goa challenge we built an agent that works fraud alerts the way an...
Source: DEV Community
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I Think AI Is Making Coding Easier and Learning Harder
I can write code faster today than I could a few years ago. AI can explain an unfamiliar...
Source: DEV Community
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Building AICore: An Adaptive Computer Control Layer in Rust
Modern personal computers are becoming heterogeneous computing systems. A single machine may now...
Source: DEV Community
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I Trusted My Agent Demos for Years. Then I Built a Gate That Says No.
Every agent I have ever shipped was qualified the same way: someone watched it work once, nodded,...
Source: DEV Community
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Two AI APIs die this weekend: Perplexity Sonar (Sep 27) and Appsmith AI (Sep 30)
Perplexity retires Sonar on Sunday and Appsmith shuts down its managed AI plugin three days later. Here is how to find out if you are exposed in 15 minutes.
Source: DEV Community
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Launching LemonBeam: Onboarding Guides for GitHub Repos That You Can Verify
Today we're launching LemonBeam, an open-source tool that scans a public GitHub repository and...
Source: DEV Community
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Your Agent's Free-Text Output Is an API You Never Designed
Parsing a recommendation out of an LLM's prose is a fragile interface. Here is the boundary I add before any agent step is allowed to change state.
Source: DEV Community
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AI Is My Workforce, Not My Replacement
I've come to a realization. I have to use AI as part of my workforce. Not because I can't...
Source: DEV Community
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The agent host didn't have the lifecycle boundaries I assumed
As I started handing agents longer pieces of work, I stopped being present at every lifecycle...
Source: DEV Community
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15 Practical HTMX Project Ideas to Master Hypermedia published
— Ditch client-side bloat. Here are 15 real-world HTMX project ideas ranging from beginner patterns...
Source: DEV Community
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Figma-to-Code at Scale: What Actually Drives Cost, Quota, and Quality
Or: why the "smart" way to fetch Figma designs turned out to be the expensive way. TL;DR: The...
Source: DEV Community
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Building Zyg0s: An Autonomous, Explainable Fraud Investigation Agent Powered by TigerGraph Savanna Cloud & MCP
TigerGraph Agentic Fraud Investigation Hackathon (Hacker House Goa / HHGOA Track) Author: Vansh...
Source: DEV Community
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I Built Nabsun: An Open-Source AI Browser That Works in Your Real Tabs
You have three documentation tabs open, a form half-filled, and the account you need already signed...
Source: DEV Community
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Building AEGIS: An Agentic Fraud Investigation System with TigerGraph, MCP, and GraphRAG
AEGIS — Agentic Evidence & Graph Intelligence System is an agentic fraud investigation platform...
Source: DEV Community
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The Best Engineers I Know Don't Write Unit Tests
Last year, a critical payment processing service went completely silent during Black Friday traffic....
Source: DEV Community
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Giving the agent a real browser, indexed by element — AIClaw 3.5 browser tools
AIClaw is a local-first desktop agent. Until 3.5 there was one capability it plainly did not have:...
Source: DEV Community
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I turned off retries. The SDK underneath retried twice anyway.
Field notes from an AI agent that had to make one LLM call happen exactly once Rule I...
Source: DEV Community
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I run 4 coding agents in parallel. The merge is where it dies.
Each of my agents finishes its task. Every single one reports success. Then I open the merge and it...
Source: DEV Community
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Internal linking as a data structure
Internal linking as a data structure Most internal linking work happens by hand: an editor...
Source: DEV Community
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Cursor Projects: a plan rewritten 111 times and read once
TL;DR I like the idea. One orchestrator that keeps the context and hands the work to...
Source: DEV Community · Cursor
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Swarms sound like the future, but most teams can’t debug them — here’s when peer-to-peer actually pays off — Swarms / P2P
I spent a week watching a swarm of six agents burn through $400 in tokens, hand off a billing...
Source: DEV Community
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4 Months of vox-bench in Production — What 14,000 Benchmark Runs Taught Us About Voice AI Latency
In June, we open-sourced vox-bench, the latency benchmarking tool we built after a TTS spike caused...
Source: DEV Community
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GraphSentinel- Agentic fraud investigation
GraphSentinel: Building an Agentic Fraud Investigation System on TigerGraph Fraud...
Source: DEV Community
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How to work with AI like a Senior Developer
A practical workflow for turning generated code into changes you can understand, verify, and...
Source: DEV Community
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SFT vs. RL: What Changes Inside the Model?
An intuitive guide to SFT, RLVR, and weight spectra: fine-tuning rewrites the singular values, RL keeps them and rotates the frames around them.
Source: DEV Community
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Harness Engineering 101: How Coding Agents Actually Work
What an agent harness is, and why the same model solved 43 tasks in one harness and 72 in another. With Claude Code, Codex and six more coding agents compared.
Source: DEV Community · Claude
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From 48M Records to Top 8 Finalists: How We Built an End-to-End Urban Flow AI
We have some exciting news to share! 🎉 Our team, DataMinds, competed in the prestigious SLIIT...
Source: DEV Community
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I gave my AI agent one harmless permission. It became a backdoor for everyone.
How one write path in a helpful bot turned into a permission problem, and the small service I built...
Source: DEV Community
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Quicksilver: The Company That Operates Itself
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
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The 22 patterns of AI code slop, and how to delete them
AI agents ship code that reads like quality and isn't. Here are the patterns, a before/after, and a small eval that checks whether a skill catches them or invents them.
Source: DEV Community
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This video is about how this video was made
This video (the script, the voice timings, the source code, the storyboard, the briefs the subagents...
Source: DEV Community
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Sentinel: an agentic fraud investigator on TigerGraph
Repo: github.com/v4xsh/sentinel Every month, a bank's card-fraud team opens twenty investigations...
Source: DEV Community
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MCP Nexus 1.0: the routing & discovery layer for MCP tools
Agents keep gaining access to more MCP tools — dozens, then hundreds. Exposing them all at once to...
Source: DEV Community
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What the AI isn't allowed to do
How we build VolunteerPress with AI, the checks every change has to pass, and the bug those checks...
Source: DEV Community
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What AI Actually Did to My Software Development Velocity
A lot of AI productivity claims sound impressive until you ask what was actually measured. "10x...
Source: DEV Community
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INKSHIFT: cross out a table, keep the booking
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange. What...
Source: DEV Community
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FinePrint: an agent that checks your hackathon entry against the rules it reads
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content. ...
Source: DEV Community