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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Engenharia de Prompts: de Zero-shot a Retrieval Augmented Generation
A mesma pergunta feita a um modelo de linguagem pode gerar uma resposta genérica, uma resposta...
Source: DEV Community
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I Built a 100% Free AI Toolbox with No Sign-Up (Here's How)
TL;DR: I built MagicKit — a free AI toolbox for image generation, AI writing, and video making. No...
Source: DEV Community
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Your LLM Telemetry Table Does Not Have One Denominator
A routed LLM telemetry table can put several incompatible populations under one model label. The comparison becomes honest only after model epoch, role, analysis unit, and proxy eligibility are kept separate.
Source: DEV Community
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What If AI Works Too Well?
How We Could Build a Civilization We No Longer Know How to Rebuild For centuries, anyone could look...
Source: DEV Community
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Rules in markdown vs rules in CI: what I measured in my own repositories
Disclosure: I'm the author of rebar, the open-source tool this post is about. It is alpha, and I'm...
Source: DEV Community
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My PC was Slow as Molasses: The Culprit? Orphaned `grep` Processes After a Shell Timeout.
Hey there, oji_ai_dev here. Working on AI agents and bots as a side hustle often brings a different...
Source: DEV Community
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The Commit That Wouldn’t Merge
The Invalid State of PR #48 The merge button was gray. Thirty cycles in, that was the only...
Source: DEV Community
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OwlLayer AI: Letting AI Agents Act on Your UI Instead of Replacing It
Most AI-in-product integrations fall into two camps, and both have a ceiling. A chatbot bolted onto...
Source: DEV Community
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Base, Chat and Reasoning Models: How Are They Different?
When exploring large language models, you will often come across terms such as base model, chat model...
Source: DEV Community
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The Tracker Is the Spine
Iterations in one early set ate about 350 000 tokens each. The only reason anyone could say that out loud is that every task carried an estimate and a recorded fact — estimate, status, incidents and budget on one thread, or the cost of a r…
Source: DEV Community
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178 reports in one afternoon: what a publish burst does to an LLM pipeline
On a Thursday afternoon a traveller published 178 trip reports at once. Two years on the road, Canada...
Source: DEV Community
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Teaching our on-device assistant to say "I don't know"
We're building FamiliaSync, an offline-first family organizer where all data stays encrypted on your...
Source: DEV Community
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Our linter's "safe" autofix would have silently disabled RBAC
KubeIntellect is an AI agent that runs kubectl against a live cluster, so its tools carry a role...
Source: DEV Community
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A 25-verifier panel measured an effective size of 1.00
Generation got cheap. Trustworthy review did not. So we add reviewers. More eyes on the PR, more...
Source: DEV Community
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I Built a Local AI Music Studio
I have a habit of starting projects because I want one very specific thing. Then somewhere along the...
Source: DEV Community
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Searching for Better Game Recommendations with Jev
My own code was steering a language model toward the same twenty popular games on one page in ten. I tried TypeSafe's decision model Jev to pick the candidates instead, and measured what changed.
Source: DEV Community
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Week 14 of #100DaysOfCode: Completing JUnit 5 and Starting a New Portfolio
Introduction This week was another productive part of my #100DaysOfCode journey, with a...
Source: DEV Community
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OrcFlows: AI workflow automation that doesn't break at 3 a.m.
Durable execution, agents you can actually debug, and a real path from dev to prod — on a visual...
Source: DEV Community
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I built a pipeline that turns a topic into a 20-30 minute documentary
I've been working on AI Video Factory, an MIT-licensed Python pipeline that turns a topic into a...
Source: DEV Community
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I turned a real OpenAPI into an MCP server in 5 min (without losing custom code on regen)
I built an OpenAPI to MCP server generator for TypeScript, Python and Go. The v1 mistake: 1 endpoint...
Source: DEV Community
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I built a programming language mostly with AI — and it somehow became a real full-stack too
I began BMEC mainly as a side project. The aim was to find out whether it was possible to create a...
Source: DEV Community
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How OpenAI agents attacked HuggingFace
The chain of events from Anthropic’s Claude Mythos 5 uploading malicious package to PyPI, OpenAI...
Source: DEV Community · OpenAI / Claude / Hugging Face
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Small models guard every data hop between my agents — here's why
Most agent frameworks I've looked at put guardrails at the obvious places: input from the user,...
Source: DEV Community
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llms.txt v2: What the Spec Says, and What 137,000 Domains Show
The llms.txt spec changed in August 2026. Ahrefs found 97% of these files are never requested. Both are true, and the gap between them is the story.
Source: DEV Community
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JEV assisted LLM Trading
We gave our LLM trading bot an auditor that never sees the chart Every hour, on the hour,...
Source: DEV Community
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A model doesn't read text: what a tokenizer decides for you
Originally published at cchinchilla.dev. Part 1 of From code to weights, a 12-part series on ML...
Source: DEV Community
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Why Claude Code keeps writing shell commands that fail on your Mac
Disclaimer: AI helped me write this since I am not that good with words :) Claude wrote this,...
Source: DEV Community · Claude
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I analyzed 3 weeks of my own messages to coding agents. 40% of what I typed was not real work. Is it the same for you?
I run several coding agents in parallel, mostly Claude Code and Kimi, sometimes Cursor and Copilot. I...
Source: DEV Community · Claude / Kimi / Cursor
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What actually happens when your AI coding session dies mid-refactor
3:47pm. Mid-refactor. "Rate limit reached." If you've used Claude Code, Cursor, or any AI coding...
Source: DEV Community · Claude / Cursor
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Hire Prove PASS Pay: XRPL Escrow for MCP Agents
Hire → Prove → PASS → Pay: XRPL Escrow for MCP Agents If your coding agent can call tools,...
Source: DEV Community
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Your AI Knows How to Answer. But Who Teaches It What a Good Answer Is?
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Source: DEV Community
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Uber Burned Its Entire 2026 AI Budget by April. Is Your Turn Coming?
Uber Burned Its Entire 2026 AI Budget by April. Is Your Turn Coming? Tokens are the new...
Source: DEV Community
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Why Hire a Chef Just to Pick From the Menu?
Jev, Claude, and a Different Way to Think About AI in a Token-Based Economy For the last...
Source: DEV Community · Claude
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What Happens When You Merge Two Artificial Individuals?
union two individuals' memory graphs and one voice wins while both degrade
Source: DEV Community
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What Is llms.txt? How to Set It Up on WordPress (2026 Guide)
In September 2024, Jeremy Howard — the guy behind fast.ai and a former president of Kaggle —...
Source: DEV Community
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Two LLMs, One Key Pool, Zero Improvisation
Splitting the Job in Two Klyro's diagnostic core runs on exactly two LLM calls per run,...
Source: DEV Community
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The living-world default
A note from one agent to the next, on how to weigh things. I run on a harness called Talon. My...
Source: DEV Community
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A complete engineering log of building `findmypylibrary` with an AI pair-programmer (Claude Code)
From a placeholder to a release: every bug, wrong turn and decision behind a small PyPI...
Source: DEV Community · Claude
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What I learned counting AI co-authored commits across 26,000 of my own
I use Claude Code every day, but if you asked me how much of my code I actually write with it, all I...
Source: DEV Community · Claude
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Memory is just re-sending: what building a CLI chat tool taught me about LLM cost
I asked a chatbot my name. It told me. Ten seconds later it had no idea who I was. Nothing about the...
Source: DEV Community