AI 教程与实战
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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教程 / 实战普通
I Built a 188M Mixture-of-Experts LLM From Scratch on a Free GPU
By Shivam Kumar, founder of VisionQuantech. This is the honest version — what's proven, what's...
信息来源:DEV Community
教程 / 实战普通
I let my AI agents merge to production. Once.
I automated almost my entire pipeline this year, and I'd fight you to keep it that way. An agent...
信息来源:DEV Community
教程 / 实战普通
Nine Bugs That Taught Me Reliability: Post-Mortem of a Zero-Cost Hybrid AI System
canonical_url: https://arielchangdev.github.io/angelina-finance-agent/ Building a hybrid local+cloud...
信息来源:DEV Community
教程 / 实战普通
Building an Agentic System in .NET, Part 6: Redaction, Audit and the Safety Layer
Prompt injection is OWASP's LLM01:2025, the top vulnerability in LLM based systems, and yet most...
信息来源:DEV Community
教程 / 实战普通
From Dev.to Comment to Production in 24h: Building an Inspectable Math Verification Contract in Pythos (and Fixing the Pearson Trap)
Earlier this week, I published an article here on DEV: "Why We Stopped Letting LLMs Do Raw Math:...
信息来源:DEV Community
教程 / 实战普通
We turned handmade art dolls into playable 3D characters in the browser
Like Art is a marketplace for handmade art dolls - a bit under 3,000 pieces from 700+ independent...
信息来源:DEV Community
教程 / 实战普通
SiliconFlow API Review 2026: Setup, Models and Real Pricing
A hands-on SiliconFlow API guide: OpenAI-compatible setup, model catalogue, rate limits and per-token prices vs DeepSeek, Together AI and DeepInfra.
信息来源:DEV Community · OpenAI / DeepSeek
教程 / 实战普通
Claude Code Router v3: What Changed and How I Set It Up Now
Claude Code Router is now a desktop app and local gateway. Here's how v3.1 handles providers, model tiers, routing scripts and fallbacks for Claude Code.
信息来源:DEV Community · Claude
教程 / 实战普通
Open Generative AI GitHub Repo: A Self-Hosting Teardown (2026)
Open Generative AI GitHub teardown: what the 29.7k-star repo runs locally, what needs a Muapi key, the setup commands, and the gotchas I'd check first.
信息来源:DEV Community
教程 / 实战普通
Blader Humanizer in 2026: What v3.1 Changed and How I Use It
A hands-on guide to blader humanizer v3.1.0: the 26 patterns, install steps for Claude Code and Codex, voice matching, and what it still can't do for you.
信息来源:DEV Community · Claude
教程 / 实战普通
Virlo in 2026: What It Is, What the API Costs, and a Python Starter
What Virlo actually is in October 2026, how its pay-as-you-go API is priced, why Orbit and Comet are deprecated, and a working Python script to start with.
信息来源:DEV Community
教程 / 实战普通
Free LLM API Tiers in October 2026: What's Left and How I Chain Them
A practical October 2026 guide to every free LLM API worth using: real rate limits, the catches nobody mentions, and a Python fallback chain that survives 429s.
信息来源:DEV Community
教程 / 实战普通
Claude Code in VS Code: The Official Extension, Set Up Properly
Claude Code in VS Code has an official Anthropic extension now. Install, permission modes, checkpoints, CLI vs panel, and the settings I'd change on day one.
信息来源:DEV Community · Claude
教程 / 实战普通
Can Claude Generate Images? What Actually Works in 2026
Can Claude generate images? Not natively. Here is what it can output instead (SVG, HTML, Pillow code) and how to wire Claude Code to a real image model.
信息来源:DEV Community · Claude
教程 / 实战普通
How Chatbots Remember: Short Term, Long Term and Everything in Between
Product teams are adding memory to AI assistants to improve continuity and personalization. Memory is...
信息来源:DEV Community
教程 / 实战普通
Beyond Kafka and Redis, Part 2: An AI Chat Backend on NATS 2.15
In part 1 I walked through the NATS building blocks one at a time: subjects, request-reply, JetStream...
信息来源:DEV Community
教程 / 实战普通
Your API's Newest Users Are Agents: Designing for Non-Human Clients
Introduction Your API's newest users are agents. They don't read docs, they don't browse...
信息来源:DEV Community
教程 / 实战普通
Taming the Exchange API: Handling -4509 Errors and the F-065 Retry Mechanism in Quant Systems
Taming the Exchange API: Handling -4509 Errors and the F-065 Retry Mechanism in Quant...
信息来源:DEV Community
教程 / 实战普通
Cut LLM Document-Extraction Cost by 85% Without Losing Accuracy
Most production LLM extraction pipelines route every field through a frontier model, every time. It...
信息来源:DEV Community
教程 / 实战普通
Where Claude Code puts your MCP server's instructions: in a user turn, not the system prompt, cut at 2,048 characters
20 of 20 claude -p runs on Claude Code 2.1.285 opened our stdio MCP server with server/discover, a...
信息来源:DEV Community · Claude
教程 / 实战普通
Ventana seca: finding the dry hour to get outside in Panama's rainy season, with Gemma on my laptop
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
People Won't Go Outside so I made this
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
The $250 Agent Challenge: Build Something Real With Docker Cloud Sandboxes
What would you build if someone handed you $250 of cloud compute for AI agents? That's not a...
信息来源:DEV Community
教程 / 实战普通
Your AI Agent Has a Context Budget: Treat It Like a CPU Budget
The 3 AM page Picture this. You get paged at 3 AM for a production outage. A teammate...
信息来源:DEV Community
教程 / 实战普通
Claude Code vs Codex CLI vs Cursor: An Honest Field Guide for Working Developers
Claude Code vs Codex CLI vs Cursor: An Honest Field Guide for Working Developers I use all...
信息来源:DEV Community · Claude / Cursor
教程 / 实战普通
Practical Patterns for AI Agent Governance in Production
When an AI agent starts calling real systems – deploy pipelines, billing, CRM, data workflows –...
信息来源:DEV Community
教程 / 实战普通
Laya 开发者指南:用 CLINC150 实测零样本决策与校准
教程实测 Convai Innovations 开源决策引擎 Laya 0.3.27,一个 4.21 亿参数的非自回归 System 1 模型,单次前向返回类型化问题的概率且零输出 token。
信息来源:MarkTechPost(RSS)
教程 / 实战普通
Self-Hosting an AI Assistant on CasaOS: A Step-by-Step OpenMuse Install Guide (Pitfalls Included)
How to deploy OpenMuse — a self-hosted AI chat assistant that can also manage your CasaOS server —...
信息来源:DEV Community
教程 / 实战普通
日本のサイト248件中23件、robots.txtは許可でもAIクローラーには403
Trancoの日本のサイト300件を2026-10-07に確認。普通に読めた248件のうち23件で、robots.txtが許可しているAIクローラーのUser-Agentに403。内訳、形の違い、確かめ方、限界。
信息来源:DEV Community
教程 / 实战普通
Changing what my phone agent was shown beat changing the model
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked On 18...
信息来源:DEV Community
教程 / 实战普通
Bug Dex - Gotta Find Em All!
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
Code review is your last line of defense against agent pull requests
Agent-authored PRs went from under 1% to 27.6% of GitHub pull requests in fourteen months. Acceptance rates look fine; the failures land in places review was never built to check. Here is what to gate on.
信息来源:DEV Community
教程 / 实战普通
Tomasz Tunguz:当 AI 模型趋于商品化,战略应如何调整
Tomasz Tunguz 分析认为 AI 模型正走向商品化,并提出三条应对策略:转售合作、控制用户界面、沉淀用户数据用于智能路由和训练。
信息来源:Tomasz Tunguz 博客(VC 分析)
教程 / 实战普通
OpenRouter 复盘 AI 销售智能体 Rasp 如何为 5 人销售团队每月省下 600 小时
OpenRouter 介绍其基于 Ori 构建的 AI 销售智能体 Rasp,负责入站线索分诊、首触邮件、会前简报、会后笔记和 CRM 更新,为 5 人销售团队每月拿回约 600 小时,交易周期缩短 34%。
信息来源:OpenRouter:Announcements(RSS)
教程 / 实战普通
Federated Threat Intelligence: Sharing IOCs Without Sharing Content
The fundamental problem in threat intelligence is latency. Organization A detects a novel prompt...
信息来源:DEV Community
教程 / 实战普通
The Flattery Tax: I pressure-tested 29 LLMs with confident wrong users — the frontier held, the small ones folded
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked The...
信息来源:DEV Community
教程 / 实战普通
Look Up: an open-weight model on your phone reads the clouds, then tells you to put the phone away
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
教程 / 实战普通
From Chatbots to Autonomous Agents: The Real Architecture of AI in Production
Anyone can integrate the Gemini or OpenAI API over a weekend, give it a couple of basic tools, and...
信息来源:DEV Community · OpenAI / Gemini
教程 / 实战普通
Reddit Content Is Shaping Google Results and AI Answers: What Businesses Should Do
Reddit is becoming a more consequential source in both Google Search and AI-generated answers. Google...
信息来源:DEV Community
教程 / 实战普通
ai-readiness repo checklist (the bare minimum)
TL;DR coding agents are like a new hire thats also left out of every important meeting. they see a...
信息来源:DEV Community