惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

The Last Watchdog
The Last Watchdog
C
Cyber Attacks, Cyber Crime and Cyber Security
L
LINUX DO - 热门话题
G
GRAHAM CLULEY
S
Schneier on Security
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
S
SegmentFault 最新的问题
IT之家
IT之家
阮一峰的网络日志
阮一峰的网络日志
Recorded Future
Recorded Future
I
Intezer
云风的 BLOG
云风的 BLOG
博客园 - Franky
月光博客
月光博客
大猫的无限游戏
大猫的无限游戏
T
Tenable Blog
The Hacker News
The Hacker News
T
The Blog of Author Tim Ferriss
Attack and Defense Labs
Attack and Defense Labs
D
DataBreaches.Net
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
N
News and Events Feed by Topic
有赞技术团队
有赞技术团队
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
N
News and Events Feed by Topic
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
S
Secure Thoughts
The Register - Security
The Register - Security
B
Blog
Security Archives - TechRepublic
Security Archives - TechRepublic
The Cloudflare Blog
Webroot Blog
Webroot Blog
W
WeLiveSecurity
H
Heimdal Security Blog
博客园 - 三生石上(FineUI控件)
V
Vulnerabilities – Threatpost
G
Google Developers Blog
O
OpenAI News
V
V2EX
罗磊的独立博客
博客园_首页
N
News | PayPal Newsroom
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
TaoSecurity Blog
TaoSecurity Blog
Cloudbric
Cloudbric
H
Hacker News: Front Page
博客园 - 叶小钗
T
Tor Project blog
AI
AI

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
Adding the anime side without holding my breath
Anthony Viard · 2026-05-28 · via DEV Community

A week later, OtakuShelf has a few franchises and their manga in it. Now Sam wants the other half: anime. That means new entities — Anime, Season, Episode — wired into the existing Franchise. The difference from last time is important: this is a live project with data and a model Sam cares about. Running the generator blind on it is how you end up with a clobbered entity and a bad afternoon. So Sam slows down by exactly one habit: preview first.

A quick gut-check before anything else

Before even applying, Sam sketches the new shape and asks the agent to validate it:

Validate this without changing anything: an Anime (title, studio) linked many-to-one to Franchise, a Season (number, title, episode count) under an anime, and an Episode (number, title, air date, duration in minutes) under a season.

The validate_jdl tool runs a fast local lint first (is the JDL even well-formed?), then generates the whole thing in a throwaway directory and reports any error — all without touching OtakuShelf. It comes back clean. Good: the idea is sound. Now, what would it actually do to the project?

The dry run that's actually dry

Here's the part every JHipster veteran needs to hear, because it bit us too: in JHipster 9, --dry-run still writes files. It only prints conflicts. So you cannot trust that flag to keep your project pristine.

The MCP sidesteps the whole problem. When Sam asks for a preview:

In /Users/sam/projects/otakushelf, show me what adding the anime entities and their relationships would change — don't write anything yet.

…the agent calls the apply tool with dryRun: true, and the server does something more honest than a flag: it makes a temp directory, copies OtakuShelf's .yo-rc.json and existing entities into it for fidelity, generates there, lists what would change, and throws the temp away. The real project sees zero writes. Sam reads the file list — new Anime, Season, Episode sources, updated Liquibase changelogs, a couple of Vue components — nods, and only then drops the dryRun. The exact same call, now for real.

This is the rhythm Sam settles into for the rest of the project: validate → dry-run → apply. It costs a few seconds and removes all the adrenaline.

The agent already knows the shelf

There's a quieter thing happening that makes this safe. When Sam says "link Anime to Franchise," the agent doesn't guess what Franchise looks like — it reads the project's current entities through a resource (jhipster://project/entities). So it knows Franchise already exists with its title/synopsis/status/startYear, and it adds the relationship without redefining and accidentally trimming those fields. It's working from the real model, not from a fuzzy memory of last week's chat.

For this batch Sam lets the agent do it all in one shot — three new entities and their relationships belong together, so the agent composes a single import_jdl call instead of three separate ones:

entity Anime { title String required, studio String }
entity Season { number Integer required min(1), title String, episodeCount Integer min(0) }
entity Episode { number Integer required min(1), title String, airDate LocalDate, durationMinutes Integer min(0) }

relationship OneToMany {
  Franchise{animes} to Anime{franchise}
  Anime{seasons} to Season{anime}
  Season{episodes} to Episode{season}
}

One generator run, one diff to review. (If Sam had wanted just a single entity, there's an add_entity tool that builds the JDL from a plain description — handy for one-offs. For a coordinated batch like this, one import_jdl is tidier and faster.)

Why the preview habit pays off here specifically

The anime side touches the manga side — Franchise gains an animes collection. That's precisely the kind of cross-cutting change where a blind regeneration makes you nervous. With the dry run, Sam saw in advance that Franchise.java and its Vue views would be regenerated, confirmed nothing surprising was in the list, and proceeded with a clear conscience. The MCP didn't make the change safe by being clever; it made it safe by letting Sam look first, for free, as many times as wanted.

Where this is going

OtakuShelf now models both halves of a franchise — manga and anime — from Franchise down to individual Episodes. It works, but it's a little rough: no DTOs, and Sam already realized a field is missing. Next, the polish pass — and a look at how to read what the agent actually did to your code.

Next in the series: "Polishing the catalog (and reading the agent's receipts)" — options, a forgotten field with a backup, and trusting what the agent did.