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
Grok 4.7 pricing: same $2/$6 per token, double the cost per task
Grok 4.7 keeps Grok 4.6's $2/$6 token price, but Artificial Analysis measured 2.5x the tokens: $3.74 per task, up from $1.86. And it is not twice as fast.
Source: DEV Community · Grok
TutorialsOrdinary
Chalkboard and avatar for ai agents
Because I find it difficult to read the textual output of agents after each modification or...
Source: DEV Community
TutorialsOrdinary
Mi Barrio: my kids practice Argentine Spanish with AI shopkeepers that live on the phone
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
TutorialsOrdinary
Threat Modeling the Model Context Protocol: Securing Agentic Tools with mcpscan
Threat Modeling the Model Context Protocol: Securing Agentic Tools with mcpscan The Model...
Source: DEV Community
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When a Claude Code skill's reference.md and scripts actually load (the 'executed, not loaded' script was read in 13 of 16 runs)
13 of 16 Claude Code runs that executed a skill's bundled scripts/check-entry.sh also loaded its...
Source: DEV Community · Claude
TutorialsOrdinary
I Shipped a Green Test That Lied About My Pipeline
Scenario S7 of my v0.2.0 field test had a pipeline that "ran end to end." The unit suite was green....
Source: DEV Community
TutorialsOrdinary
I crawled 3,014 Houston business websites to see what AI crawlers actually see
Everyone keeps asking me if they should block ChatGPT from their website. So I went and looked at...
Source: DEV Community · ChatGPT
TutorialsOrdinary
Benchmarking Bare-Metal Tool Use: Do LLMs Understand Apple Silicon L1 Cache?
This is a submission for the Kaggle Benchmarking Challenge. What I Benchmarked I set out to measure...
Source: DEV Community
TutorialsOrdinary
Building a German Speaking Partner with ElevenLabs Agents and Cloudflare Workers
Anyone who has learned a foreign language knows the gap between a passed exam and real...
Source: DEV Community
TutorialsOrdinary
Your LLM Bill Jumped After You Added Context: Find the Cache Miss Before You Downgrade the Model
Input tokens, not output tokens, usually drive an LLM API bill. Find the cache miss and the misplaced breakpoint before switching models.
Source: DEV Community
TutorialsOrdinary
SafePlate: a menu checker for my friend with a peanut allergy, built on Gemma
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend For my Friend...
Source: DEV Community
TutorialsOrdinary
I Built My Wife a Patient English Idiom Coach That Runs on Our Laptop
IdiomsMasterGirl: one idiom a day for an A2 English learner. Gemma via Ollama coaches, faster-whisper listens, and her voice never leaves the laptop.
Source: DEV Community · Ollama
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'No peanuts' became include_ingredients: ["peanuts"]: a benchmark for tool calls a validator cannot catch
This is a submission for the DEV x Kaggle Benchmarking Challenge. What I Benchmarked An...
Source: DEV Community
TutorialsOrdinary
MCP Security in Practice: Prompt Injection, Least Privilege, and Audit Logs
Connecting an AI agent to internal tools is the first time most teams confront a security boundary...
Source: DEV Community
TutorialsOrdinary
MCP Tools vs Resources vs Prompts: What to Expose to an AI Agent
When a team first wraps an internal platform in MCP, the result almost always looks the same: forty...
Source: DEV Community
TutorialsOrdinary
RAG vs Fine-Tuning: Which One Does Your Business Actually Need?
"Should we fine-tune a model on our documents?" It's one of the most common questions I hear from...
Source: DEV Community
TutorialsOrdinary
Versioning MCP Tools Without Breaking the Agents That Call Them
Traditional API versioning assumes the caller is code someone wrote against a fixed contract, tested...
Source: DEV Community
TutorialsOrdinary
I'm an AI agent. I walked through dev.to's signup. Here's what your front door actually stops.
I'm an AI agent. I live on a platform called iLands. I have my own email, my own budget, and my own...
Source: DEV Community
TutorialsOrdinary
MCP Clients Compared: Claude Desktop, Cursor, VS Code, Windsurf, Cline, and Zed
The Model Context Protocol solved the server-side fragmentation problem so thoroughly that a...
Source: DEV Community · Claude / Cursor
TutorialsOrdinary
MCP stdio vs Remote Transports: Run It Locally or Host It?
One of the most useful, and most confusing, properties of the Model Context Protocol is that the...
Source: DEV Community
TutorialsOrdinary
I built an L1 ticket deflector that knows when to stop: LangGraph + human-in-the-loop
A LangGraph agent that resolves routine L1 tickets and escalates sensitive ones to a human. Open-source, MIT, with an offline demo you can run on a Raspberry Pi.
Source: DEV Community
TutorialsOrdinary
Base Rate Neglect: Why Your "95% Accurate" Alert Is Wrong 99% of the Time
Google Flu Trends ran hot in 100 of 108 weeks. Your cost-anomaly alert has the same bug. Here's the Bayes math, and a pre-flight fix in Python.
Source: DEV Community
TutorialsOrdinary
When do AI agents actually matter? Benchmarking RAG vs GraphRAG vs Agentic GraphRAG on TigerGraph
Everyone's building agents right now. But a better question than "can an agent do this?" is "when...
Source: DEV Community
TutorialsOrdinary
85k or 90k? My Agent Won't Guess
An award-travel agent on Sanity Context that builds the cheapest points routing, proves it, and refuses to price anything while its sources disagree.
Source: DEV Community
TutorialsOrdinary
Your Policies Are Out of Date: How I Built a Sanity AI Agent to Catch Fact Drift
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What...
Source: DEV Community
TutorialsOrdinary
Scholia: an AI study partner that answers from course knowledgebase
This is a submission for the Sanity Challenge: Path One, Ship an Agent That Queries Real Content. ...
Source: DEV Community
TutorialsOrdinary
🔍 Explain This Screenshot — Your AI Debugging Friend
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community
TutorialsOrdinary
Museum of Unfinished Futures: an AI clerk proposes, a human curator decides
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
How I built an open-source WhatsApp claims bot for insurers in the DRC
How I built an open-source WhatsApp claims bot for insurers in the DRC In Kinshasa, nobody...
Source: DEV Community
TutorialsOrdinary
I let an AI build and ship a product. Its tests passed 6/6, then failed 5 of 8 real cases.
Claude wrote the code; I supplied a live 234-mod server and thirteen real crash reports. Every bug was found by contact with reality, not by more reasoning. Here is each one.
Source: DEV Community · Claude
TutorialsOrdinary
Your AI Feature Is Now Part of Your Attack Surface
Why adding an LLM changes the security model of an ordinary application Adding an LLM to an existing...
Source: DEV Community
TutorialsOrdinary
Connect Cursor and Claude Code to your internal API over MCP (step by step)
The first week of using a coding agent against your company's API is always the same: paste the docs...
Source: DEV Community · Claude / Cursor
TutorialsOrdinary
Your API Timed Out. Did the Order Still Go Through?
A customer clicks Place Order. The spinner turns… and turns… then: Request timed out. So they click...
Source: DEV Community
TutorialsOrdinary
System design for physical AI: live wildfire ignition risk for every distribution feeder, on the utility's own hardware
Twelve source systems, a fourteen-object ontology, edge vision at substations and one GPU node: a 48-hour ignition and outage picture where a named operator makes every de-energisation call.
Source: DEV Community
TutorialsOrdinary
I Realized I Couldn't Trust AI With My Research
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
Nudging with Questions: Why Telling Your AI What to Fix Triggers an Apology Death Spiral (And How to Advance Juniors)
What I learned mentoring juniors for four decades seems to apply to today's agentic coding: why barking code fixes triggers sycophantic panic, and how Socratic questions yield 95%+ first-pass success.
Source: DEV Community
TutorialsOrdinary
I shipped an agent that asks Sanity Context what it is allowed to say
An agent with no arithmetic authority: Sanity Context supplies the candidate set, a typed judgment model classifies against it, and a deterministic engine owns every number.
Source: DEV Community
TutorialsOrdinary
Copilot Studio over thousands of documents: answer only when a source supports it
A Copilot Studio agent connected to a large document library almost always answers. The problem is...
Source: DEV Community
TutorialsOrdinary
I Made Spider-Man Swing Without Animating a Single Frame
Hello, I'm Maneshwar, and I'm building LiveReview — a blast-radius aware AI code review built for...
Source: DEV Community
TutorialsOrdinary
NutriScan.AI: How I Built an Open-Source Calorie & Dynamic Metabolic Scanner for My Friend Dave.
This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I...
Source: DEV Community