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
The Pace Doesn't Ship
You finish the engagement on a Friday. The repo is clean, the pipeline is green, the agent guides in...
信息来源:DEV Community
教程 / 实战普通
Prompt Pad: What Are Open-Weight Models?
When people call an AI model "open," they don't always mean the same thing. On this week's Prompt...
信息来源:DEV Community
教程 / 实战普通
Arena 访谈 Krea CEO,谈 7 人团队如何训练出 Krea 3 Ultra 并跻身图像模型前列
Arena 发布访谈预告,Krea 联合创始人兼 CEO @viccpoes 与 @petergostev 对谈,介绍仅 7 人团队训练 Krea 3 Ultra 的过程。在 Multi-Image Edit Arena 中,Krea 3 Ultra 使 Krea 排名第 3 的实验室,话题涵盖数据整理与创意方向、图像质量与速度成本的平衡,以及专业模型和开源发布计划。完整访谈见 https://www.youtube.com/live/ngg7RJYMQGU
信息来源:X:Arena (@arena)
教程 / 实战普通
Threat-model an agent that can spend or sign
Map what a compromised prompt, model, or host lets an attacker sign or steal, then choose a control tier.
信息来源:DEV Community
教程 / 实战普通
Linux local privilege escalation: OpenAI's 948 reported findings
OpenAI reports 948 local Linux escalation findings. Variant counting, human patch review and assigned-path checks explain what the research establishes.
信息来源:DEV Community · OpenAI
教程 / 实战普通
Teaching a Machine to Say Namárië
In my very first Quenya post (so proud of myself!), I listed QuenyaTTS among the tools worth knowing:...
信息来源:DEV Community
教程 / 实战普通
Google Search Console’s November Click Spikes Look Like a Non-Human Traffic Anomaly
Multiple SEO practitioners reported unusual Google Search Console (GSC) click spikes between October...
信息来源:DEV Community
教程 / 实战普通
Requiem: a crash reporter that writes a eulogy for the program that died
This is a submission for the MLH x DEV Writing Challenge What I Built Every crash gets a...
信息来源:DEV Community
教程 / 实战普通
One in five Claude Code skills runs a bundled script. We read what those scripts do
Before you install a Claude Code skill, open its folder and look for a scripts/ directory. If the...
信息来源:DEV Community · Claude
教程 / 实战普通
NVMe-oF vs Local SSD for Checkpoints: The Restart Bill
Disaggregated flash looks cheaper per terabyte until a job restarts and a hundred GPUs wait on a shared write path that was sized for steady state.
信息来源:DEV Community
教程 / 实战普通
Sparse MoE vs Dense Scaling: The Routing Tax Nobody Budgets
Sparse expert models buy FLOPs back, then spend them on all-to-all traffic, expert imbalance and a batch size that never quite fills every expert.
信息来源:DEV Community
教程 / 实战普通
OpenAI Expands Daybreak With Blue and Red for Authorized Cybersecurity Work
OpenAI has expanded Daybreak into two controlled-access tiers for authorized cybersecurity work:...
信息来源:DEV Community · OpenAI
教程 / 实战普通
Claude Code Hooks: Automating Your AI Coding Workflow
Claude Code Hooks: A Complete Guide to Automating Your AI Coding Workflow If you've been...
信息来源:DEV Community · Claude
教程 / 实战普通
Request, Review, Accept, Repeat: The Life Inside the Loop
Coding with agents turned my job into one infinite loop of asking, reviewing and approving. I lost the fun part of solving problems. Here's what I got back.
信息来源:DEV Community
教程 / 实战普通
My AI security scanner reported three vulnerabilities in code it never read
The run said success. The dashboard showed three findings. The report read like a careful security...
信息来源:DEV Community
教程 / 实战普通
Slashing AI Agent LLM Bills by 75%: Sub-Millisecond Context Compression and Semantic Prompt Optimization in Python
Slashing AI Agent LLM Bills by 75%: Sub-Millisecond Context Compression and Semantic Prompt...
信息来源:DEV Community
教程 / 实战普通
Home-made Evals Just Taste Better
Note This is a shortened version of the original writing on kig.re — my personal blog. Here is...
信息来源:DEV Community
教程 / 实战普通
How do I run untrusted LLM-generated code in an isolated environment?
Run untrusted LLM-generated code in a hardware-isolated sandbox with the network locked to an...
信息来源:DEV Community
教程 / 实战普通
Databricks Apps 扩展指南:从设计到运维的四阶段实践
Databricks 发布 Databricks Apps 扩展指南,按设计、构建、测试部署、运维四个阶段讲解如何让应用在用户增长后保持低延迟与高可用。指南建议以 p95 端到端延迟和峰值并发为目标,把长任务放到后台 Job、不可控代码放进 Databricks Sandbox,并推荐新应用默认使用 TypeScript SDK AppKit。
信息来源:Databricks:Blog(RSS)
教程 / 实战普通
The right answer was the odd one out 67 % of the time
I build practice exams for Dutch certification exams: the VCA safety certificate, the hospitality...
信息来源:DEV Community
教程 / 实战普通
Claude Code Ignoring CLAUDE.md? See What's in Its Context
When Claude Code ignores a rule, the usual move is to reword it. Start with the verb, use backticks...
信息来源:DEV Community · Claude
教程 / 实战普通
I let an AI agent read one document. It tried to make a payment. Try it yourself in 60 seconds.
AI agents are getting real tools: email, payments, code repos, customer data. At the same time, they...
信息来源:DEV Community
教程 / 实战普通
Two companies, one outage, zero shared logs: building Airlock on Switch
#HowISwitch · Flip the Switch hackathon Here's an incident every Nigerian developer who has touched...
信息来源:DEV Community
教程 / 实战普通
Title: The Memory That Knows When It Is Wrong
Description: Perfect recall is dangerous without discrimination. How one agent stores the signal that...
信息来源:DEV Community
教程 / 实战普通
Anthropic 撰文探讨如何教 AI 构建科学模型
Anthropic 发文探讨 AI 如何参与科学建模,以 1951 年 Hodgkin-Huxley 神经元模型为例,指出仅给出拟合数据的模型不等于理解。
信息来源:Anthropic:Research(发表成果 · 网页) · Claude
教程 / 实战普通
"Receipts, Not Vibes: Why Agent Memory Needs Provenance"
Description: Agent memory is only useful if every claim traces back to a real incident. A practical...
信息来源:DEV Community
教程 / 实战普通
Find the production agent failures that every health check misses
AQuA is an open-source quality agent that surfaces the production failures your health checks miss and, when you ask, traces a failure to the line of code behind it. Try its dashboard locally.
信息来源:DEV Community
教程 / 实战普通
Your On-Call Agent Needs Hindsight, Not a Bigger Model
Description: An on-call SRE agent is only as good as the incidents it can recall. Structured...
信息来源:DEV Community
教程 / 实战普通
One Markdown File Can Hijack Your AI Coding Agent: The Hidden Cost of Blindly Trusting AGENTS.md
How a single AGENTS.md or CLAUDE.md file in your Downloads folder or a pull request can silently hijack your AI coding agent, steal OAuth tokens, and execute shell commands—plus how to lock down your local workflow.
信息来源:DEV Community · Claude
教程 / 实战普通
Running LLM-generated Go patches in a sandbox without Docker
I got tired of the same loop: copy a stack trace, paste it into a chat window(chat gpt), paste the...
信息来源:DEV Community · GPT
教程 / 实战普通
My coding agent asked another agent for permission. It said no.
Built for Flip the Switch by WeMakeDevs, on Switch. #FlipTheSwitch #HowISwitch It's 10:35 on a...
信息来源:DEV Community
教程 / 实战普通
AI Referrals Are Small, but GA4 May Miss How AI Shapes Buying Decisions
GA4 referral reports can make AI-assisted discovery look negligible. New analyses summarized by Marie...
信息来源:DEV Community
教程 / 实战普通
Plan Stamping, for Software
Other professions worked out what a signature has to mean. We're about to need their answer. A few...
信息来源:DEV Community
教程 / 实战普通
Why a Search API Is Often the Wrong Abstraction for AI Agents
If you've built an AI agent that uses web search, you've probably run into this. You ask it a simple...
信息来源:DEV Community
教程 / 实战普通
How I Added WebMCP to a Collaborative Sheet Music Editor
"Rewrite these two bars, then let me hear them." That is a reasonable request to make while working...
信息来源:DEV Community
教程 / 实战普通
Building Scalable Webhooks with Cloudflare Workers
Handling webhooks at scale presents a unique set of engineering challenges. When a third-party...
信息来源:DEV Community
教程 / 实战普通
The FDE Mindset Shift: From Code Craftsmanship to Organizational Rewiring
The FDE Mindset Shift: From Code Craftsmanship to Organizational Rewiring TLDR: The...
信息来源:DEV Community
教程 / 实战普通
Hands-On AI Security: Blue Teaming and Building the Security Gateway
Construct an external security gateway in Flask to inspect incoming prompts, enforce guardrails, and...
信息来源:DEV Community
教程 / 实战普通
I built an MCP tool and the agent never called it. Here's what worked instead.
Every codebase has rules nobody wrote down. One package always checks rows.Err() after iterating....
信息来源:DEV Community
教程 / 实战普通
LLMJacking Turns Stolen Cloud Credentials Into a Resale Market for Model Access
TL;DR LLMJacking is the theft of access to a commercial language model, through a cloud...
信息来源:DEV Community