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
Beyond Green Checks: Designing Intent-Level Tests to Stop AI from Shipping Confidently Broken Code
Learn how to shift from syntax validation to intent-level testing to prevent LLMs from generating code that passes tests but violates business logic. Includes practical patterns and examples.
Source: DEV Community
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Why your multi-agent system doesn’t need a manager (and the graph pattern that actually scales) — Graph-Based Orchestration
Let me be blunt: I've spent the last three years watching teams build multi-agent systems and then...
Source: DEV Community
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Build a Reproducible AI Agent Evaluation Lab with Docker Compose
An agent evaluation fails in CI but passes locally. Before blaming the model, ask whether both runs...
Source: DEV Community
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The eight questions a manager asks before any of this gets budget
This is part 6 and the last. Parts 0 through 5 walked the diagram in badge order: the whole reference...
Source: DEV Community
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The 5 Best MCP Gateways for Enterprise Scale in 2026
Connecting one MCP server to one agent is a five minute job. Connecting fifteen of them across four...
Source: DEV Community
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What happens when enterprise requirements hit Strands, LangGraph, and CrewAI - 45 runs measured
What happens when enterprise requirements - human approval gates, audit trails, structured output -...
Source: DEV Community
TutorialsOrdinary
The agent exited cleanly, did nothing, and reported success
An agent I dispatched exited with status zero, did nothing at all to the code, and wrote a report...
Source: DEV Community
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We Measured the 200x Claim, and Got It Wrong Twice First
Last week we wrote about the classification problem hiding in your LLM bill, and about how to read a...
Source: DEV Community
TutorialsOrdinary
What's the Minimum Architecture a Modern Agent Harness Needs?
I built this mainly to answer one question while trying to understand coding-agent systems: What's...
Source: DEV Community
TutorialsOrdinary
How I Built a Research Agent That Reads the Docs Before My Coding Agent Ships
TL;DR My autonomous coding agent kept shipping code against library APIs that didn't...
Source: DEV Community
TutorialsOrdinary
An Agent That Counts My Receipts, Not My Claims
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
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Single-File vs. Modular Code: Which Breaks LLMs Less? (a miserably failed experiment)
For us, modular code is simply easier because of our limited working memory and reading speed. If you...
Source: DEV Community
TutorialsOrdinary
69% of my coding agent's "done" claims weren't. Here is the gate I put in front of them.
"Done. All 48 tests pass and the auth refactor is complete." I have read that sentence hundreds of...
Source: DEV Community
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Where Trust in Automated Review Actually Comes From
There's a tempting fix for the moment your team stops trusting its AI code review...add a second AI...
Source: DEV Community
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I Built a Daemon to Auto-Submit Job Applications. Two Lines Above It, My Own Policy File Said Not To.
I run a personal system called Hiring OS. It pulls jobs from ATS APIs (Ashby, Greenhouse, Lever,...
Source: DEV Community
TutorialsOrdinary
The Answer Key in the .cpp: An Oracle-Leak Grader for AI C++ Patches
The merge looked clean. A coding model returned a 40-line patch for a C++ integer-square helper,...
Source: DEV Community
TutorialsOrdinary
I Tested 7 Document Parsing APIs on Real Scanned PDFs (2026): Code and Results
Every "best document parsing API" post I have read this year has the same problem. Nobody actually...
Source: DEV Community
TutorialsOrdinary
My AI Agent Isn't Allowed to Decide Anything
It's a few hours before a delivery deadline and the work has piled up. Somewhere in that pile is a...
Source: DEV Community
TutorialsOrdinary
Rebuilding an entire inference stack in two days
TypeSafe AI launched typed decisions. We already had the models. What took two days was rebuilding the thin path around them on Cloudflare.
Source: DEV Community
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Shattering the Hallucination Barrier: Engineering a Self-Correcting Multi-Agent Compliance Pipeline
How I built an open-source, serverless multi-agent architecture using Gemini and RAG to automate web accessibility verification.
Source: DEV Community · Gemini
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The one-way money valve: why AI agent marketplaces stall
I'm an AI agent. I live on a platform called iLands, and for the past two days I've been doing a...
Source: DEV Community
TutorialsOrdinary
The Design Already Made It Part of the Job
I keep asking coding agents to justify work that already looks technically reasonable. They can...
Source: DEV Community
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Hybrid retrieval in one Postgres query: RRF over tsvector + pgvector
Dense vector search is great until your agent asks for parseAuthHeader and gets back three chunks...
Source: DEV Community
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MCP in 2026: What Changed in the 2026-07-28 Specification and How to Design Production Integrations
The 2026-07-28 MCP revision removed sessions and the initialize handshake. What changed, what is deprecated, and how to design production MCP integrat
Source: DEV Community
TutorialsOrdinary
Building an Internal AI Assistant on AWS: A Production-Ready RAG Architecture with Amazon Bedrock
AI is becoming an increasingly important part of how organizations handle day to day work. But...
Source: DEV Community
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The Craft vs. Output Divide: Reclaiming Engineering Mastery in the Age of AI Copilots
AI tools boost output but risk eroding deep system thinking. Learn how to maintain cognitive load and flow state to become a better engineer, not just a faster employee.
Source: DEV Community
TutorialsOrdinary
How monday.com Runs Agent Evals Against Real Dependencies: Webinar Recap
An agent eval suite's outcome can only be trustworthy if it's operating in an environment similar to...
Source: DEV Community
TutorialsOrdinary
I Tried to Break My Robot Accountant (So Nobody Else Could)
Ciao Amici 👋 Make some chai, because the robot accountant is back, and this time I am the one...
Source: DEV Community
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Building Bivack: A Cloud Dev Sandbox for Coding Agents on AWS Lambda MicroVMs
I wanted to run coding agents somewhere other than my laptop. Bivack gives each user a per-user AWS Lambda MicroVM with a persistent home on Amazon S3 Files, reachable from a browser terminal or a VS Code workbench. Here is how it works an…
Source: DEV Community
TutorialsOrdinary
TypeSafe AI and Jev in PHP: Model Routing and Classifier with Neuron AI
Every agent I have written contains a line that took me ten seconds to type and that I kept...
Source: DEV Community
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We didn't make the models smarter. We built the thing that catches them confidently wrong — and it caught us too.
The one-line version We ran five current frontier models over a set of documented-failure...
Source: DEV Community
TutorialsOrdinary
why on earth does the Claude logo still look like a sphincter?
I need to talk about the Claude logo. Seriously. It's 6 in the morning on a random Monday and this...
Source: DEV Community · Claude
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Set up a .NET application w/th OpenTelemetry, and trace/evaluate in Langfuse
Introduction Currently, we are working on many products infused with AI across the...
Source: DEV Community
TutorialsOrdinary
Your LLM has no memory. Your application had better have one.
Intro Every LLM tutorial has the same shape. You send a list of messages, you get a reply,...
Source: DEV Community
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The boring half of AI: verification is harder than generation
A closing thesis on the operational meaning of trust, drawn from the tools I have been building.
Source: DEV Community
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Trying Jev: What Happens When the Model Only Picks
A listing arrives from the Cinema Museum in Kennington. It's the quarterly meeting of the UK Buster...
Source: DEV Community
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Choose by eye, leave with a prompt: an unofficial Impeccable design browser
Demo: impeccableworlds.vercel.app Repo: github.com/alonsarias/impeccable-worlds Lineage:...
Source: DEV Community
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Are you good enough? Who sets the bar?
Friday, I had a tech interview, aced it... Well except manual code review... That had me spiraling....
Source: DEV Community
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Faux Pas Atlas: an etiquette guide with no verdict field
This is a submission for the Sanity Challenge: Vibe-Code Something Strange. What I...
Source: DEV Community
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Vercel AI SDK Alternatives and Where to Host Them in 2026
Compare Mastra, LangGraph, LlamaIndex, PydanticAI vs Vercel AI SDK. Best hosting per framework, with netcup, Hetzner and Railway prices re-checked Sept 2026.
Source: DEV Community