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
A 421M encoder beat a 1.5B LLM at running my agent, inside a browser tab
layaAgent: an AI agent where a small typed-decision encoder makes the routine decisions, a local LLM...
Source: DEV Community
TutorialsOrdinary
Build Inventory and Pricing Command Centre with ToolJet MCP
Introduction Here is how to construct an inventory and pricing command centre with ToolJet...
Source: DEV Community
TutorialsOrdinary
Claude on Google Cloud workshop | NYC | 9/30
On Wednesday, September 30, Anthropic and Google Cloud are co-hosting a hands-on developer workshop...
Source: DEV Community · Claude
TutorialsOrdinary
Not Another LLM: I Tried Laya, a 421M-Parameter AI Decision Engine
What happened when I tried a model that doesn't generate text at all I spend a lot of...
Source: DEV Community
TutorialsOrdinary
Agentic DevOps with GitHub Actions and Microsoft Foundry
As AI agents become a bigger part of the conversation around software development, I started thinking...
Source: DEV Community
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How Does a Vector Database Work?
Most explanations of vector databases turn into a wall of math. Here's the one-minute version...
Source: DEV Community
TutorialsOrdinary
The Cryptid Field Office: an AI triages sightings, a person signs off
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
Thirty-Four Out of Thirty-Four. Then Zero Out of Ten.
I added one column to my crawler dashboard — verified against checked, counted per path. On the pages that exist, every check passed. On three paths that do not exist, all of them claiming to be ClaudeBot, every check failed.
Source: DEV Community
TutorialsOrdinary
I almost translated my product. The demand was 90.6% English, and most of it wasn't from English-speaking countries
I had localisation on the roadmap. Italian first, since that's where I am and where a visible share...
Source: DEV Community
TutorialsOrdinary
A blank page and a green test: the bug an agent can't see
A template that cannot resolve a path renders an empty string. For a human that is a blank spot on the page. For an agent it is a green test. Here is how the library turns silence into something a test can see.
Source: DEV Community
TutorialsOrdinary
Your ledger is losing money and your tests will never tell you
Most of the bugs I have chased in payment systems were not logic bugs. The formula was right. The...
Source: DEV Community
TutorialsOrdinary
Your first AI SRE: I gave the worst hour of on-call to a team of agents, and they diagnosed the incident, scored their own confidence, and opened the fix.
The most dreaded, most mechanical part of on-call is the first hour of root-cause analysis. Turns out...
Source: DEV Community
TutorialsOrdinary
11810799000 doesn't want his 12324312000 to be called 0.000038195235563656617
The title is the puzzle. It's a sentence where every word has been turned into a number. Can you...
Source: DEV Community
TutorialsOrdinary
1Presence: What We Built and How It Works
Originally published on the 1Presence blog on 27 August 2026, the day we launched. Jon here, founder...
Source: DEV Community
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EU Welcomes First IPCEI AI Design, Building a Cross-Border AI Sovereignty Push
The European Commission has welcomed the design of the first Important Project of Common European...
Source: DEV Community
TutorialsOrdinary
UMKM-Bench: I tested 8 LLMs on how Indonesians really text online shops
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked Here is a...
Source: DEV Community
TutorialsOrdinary
How to test whether a model can tell your MCP tools apart
You can read your own tool descriptions all day and not know whether a model can tell them apart. I...
Source: DEV Community
TutorialsOrdinary
The Hard Part of AI Coding Agents Isn't Writing Code — It's Preserving Engineering Context
AI coding agents have become surprisingly good at reading a codebase and making changes across...
Source: DEV Community
TutorialsOrdinary
Refactor Agent Skills for 10x Cost Efficiency
Engineering teams embracing modern coding agents frequently hit the same inflection point: developer...
Source: DEV Community
TutorialsOrdinary
Combining Vector and Full-Text Search with Reciprocal Rank Fusion
A practical guide to fusing two ranked search result lists into one better list using RRF, with correct Python and SQL code.
Source: DEV Community
TutorialsOrdinary
Can AI Detect a Market Crisis Before Humans Do?
How artificial intelligence is learning to recognize the hidden signals of financial stress before...
Source: DEV Community
TutorialsOrdinary
How to Monitor GPU Usage and Temperature on a Remote Server
Your training run died at epoch 47. The logs show nothing useful — just a silent hang and a CUDA...
Source: DEV Community
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How fast is Laya on a CPU? Reading the 4-core server benchmarks
Can you run Laya without a GPU? Yes, and the upstream project now publishes enough CPU measurements...
Source: DEV Community
TutorialsOrdinary
The Hidden Bill: Where AI Agent Costs Actually Come From
The model's per-token price is the cheapest part of running an AI agent. The real bill comes from the loop around it. Here's where the money actually goes.
Source: DEV Community
TutorialsOrdinary
I tried to catch Next.js contradicting itself. It never did.
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
Your API's newest users are agents...
Who called your API last? For us, the honest answer is more and more often an agent. Claude Code...
Source: DEV Community · Claude
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A stop rule that trusts one score is worse than a dumb budget
Field note 009. A replication of a published agent-loop benchmark, and what it hides. ...
Source: DEV Community
TutorialsOrdinary
Stop Paying Full Price For Every LLM Call
An LLM bill has 2 parts: rate and volume. You can adjust both. But a default request barely changes...
Source: DEV Community
TutorialsOrdinary
I built a public, cryptographically signed test registry for AI agents (student project)
Hi everyone! 👋 I’m a final-year BTech CSE student. The Problem I Noticed As AI agents start doing...
Source: DEV Community
TutorialsOrdinary
Building FraudGraph Agent: Autonomous Fraud Investigation & Policy-Compliant Next-Best Action with TigerGraph
How we combined TigerGraph 4.2.5, Model Context Protocol (MCP), calibrated Graph ML, Vector GraphRAG, and deterministic policy enforcement to build an enterprise-grade autonomous fraud investigator.
Source: DEV Community
TutorialsOrdinary
An Agent That Knows When It Doesn't Know - Fraud Investigation on TigerGraph
What We Built We built an agentic fraud investigation system on TigerGraph for the...
Source: DEV Community
TutorialsOrdinary
I wanted an AI tutor that would notice when I didn't actually get something, so I built one
I've been working on something called Vectra, and I've been thinking about this problem for a...
Source: DEV Community
TutorialsOrdinary
Building TRACE: Graph-Based Fraud Investigation with TigerGraph and Gemini
A fraud alert tells you where to look. It does not tell you what happened. An unfamiliar device...
Source: DEV Community · Gemini
TutorialsOrdinary
How I Built a Multi-Asset Investment Platform with Next.js, PostgreSQL, Docker and AI
Most investment dashboards are easy to build when every asset comes from one provider. The real...
Source: DEV Community
TutorialsOrdinary
Cosine Gating Won't Save You From Sycophancy: A Self-Refutation Observed by Three Judges
A pilot said the gating made the model MORE sycophantic (+10pp). The full run said +0.5pp of pure noise. Three independent judges then all said: not only useless, slightly harmful. A 38-hour CPU-run experiment log, with data.
Source: DEV Community
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Bringing TypeSafe AI Jev Model to Go
The Jev model from TypeSafe AI introduces a System One approach, delivering structured data rapidly...
Source: DEV Community
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TigerGraph Agentic Fraud Investigation Hackathon 2026 Team GOA-T
Team Thota Sai Eswar Srinath — Team Leader & Agentic Architecture Nikhil Kadiri —...
Source: DEV Community
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I spent hours on App Store screenshots, so I built a tool that makes them
The most useful thing I learned building this: if you want an image model to work well with text,...
Source: DEV Community
TutorialsOrdinary
Building an AI Gateway from Scratch — From LLM Gateway to Agentic Gateway
Introduction The moment you have more than one LLM call in production, you have a routing...
Source: DEV Community
TutorialsOrdinary
KV cache cut by ~45% with near‑same accuracy
Grouped Value Attention slashes transformer KV memory by roughly 45 % without hurting benchmark...
Source: DEV Community