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

W
WeLiveSecurity
Jina AI
Jina AI
博客园 - 司徒正美
雷峰网
雷峰网
宝玉的分享
宝玉的分享
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
博客园_首页
WordPress大学
WordPress大学
Google DeepMind News
Google DeepMind News
GbyAI
GbyAI
MyScale Blog
MyScale Blog
Apple Machine Learning Research
Apple Machine Learning Research
美团技术团队
I
InfoQ
博客园 - Franky
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
博客园 - 叶小钗
阮一峰的网络日志
阮一峰的网络日志
Cyberwarzone
Cyberwarzone
C
CXSECURITY Database RSS Feed - CXSecurity.com
S
Schneier on Security
P
Privacy & Cybersecurity Law Blog
T
Threatpost
Cloudbric
Cloudbric
D
Docker
M
MIT News - Artificial intelligence
Recent Commits to openclaw:main
Recent Commits to openclaw:main
Vercel News
Vercel News
Martin Fowler
Martin Fowler
J
Java Code Geeks
AWS News Blog
AWS News Blog
The Cloudflare Blog
酷 壳 – CoolShell
酷 壳 – CoolShell
L
Lohrmann on Cybersecurity
Hacker News: Ask HN
Hacker News: Ask HN
Last Week in AI
Last Week in AI
S
Security @ Cisco Blogs
Help Net Security
Help Net Security
C
Cisco Blogs
V
V2EX
博客园 - 【当耐特】
I
Intezer
爱范儿
爱范儿
F
Fortinet All Blogs
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
P
Privacy International News Feed
IT之家
IT之家
L
LINUX DO - 最新话题
B
Blog RSS Feed
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO

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
I Revived a 9-Year-Old App with OpenAI Codex with a Product Engineer Mindset
Heriberto Ro · 2026-05-23 · via DEV Community

Heriberto Roman

Nine years ago, I built an app called Highlander. It was one of those projects you never forget, but over time it broke: old dependencies, outdated tooling, local setup drift, and deployment blockers.

This week, I brought it back to life. Not by rewriting everything from scratch. By pairing with Codex and treating the work like a Product Engineer: fix what matters, unblock users, and ship value fast.

The Problem: The app was frozen in time:

  • Old Node/Knex/Bookshelf stack
  • Broken local boot flow
  • DB connectivity issues
  • Seed data problems
  • Production-unfriendly hardcoded localhost URLs
  • Security gaps before deploy

It had been broken long enough that I honestly didn’t expect a quick recovery.

The Approach: Product Engineering, Not Just Refactoring:

I didn’t just “clean code.” I prioritized outcomes:

  1. Get local working first
  2. Stabilize data + auth
  3. Fix UX trust issues for demo users
  4. Deploy to Fly.io
  5. Harden for real usage

That sequence mattered more than perfection.

Product Development Context:

This rebuild also reconnects to the original product planning work from the Highlander sprint board on Trello: Highlander product sprint board

That board reflects early MVP scope, feature prioritization, and roadmap thinking. Revisiting the app now with Codex let me combine that original product intent with modern implementation and deployment practices.

What Codex Helped Me Ship:

1) Local revival

  • Pinned runtime compatibility (.nvmrc)
  • Updated critical deps for modern macOS
  • Fixed DB config to support local + production envs
  • Restored migration/seed workflow

2) Demo-ready UX. I added a demo login path directly in the UI.

  • “No account no problem…”
  • Demo credentials on login + registration pages
  • Direct link from registration to login
  • Dashboard welcome message shown once per login session

3) Security hardening. Before deployment, I tightened core risks.

  • Token-based auth middleware
  • Protected routes
  • Login rate limiting
  • Removed sensitive console logs
  • Removed password leaks in API responses
  • Added safer headers and config defaults

4) Deployment to Fly.io

  • Added fly.toml
  • Added Dockerfile + .dockerignore
  • Configured release migration flow
  • Seeded production demo data
  • Code Snapshot: killing localhost coupling

One of the most important production fixes was removing hardcoded localhost API calls

That one change removed mixed-content/CORS issues on deployed pages.

Why this matters for my career growth:

I’m not making a hard transition away from software engineering. I’m intentionally blending Software Engineer + Product Engineer skills so I can widen my career options and be more valuable to a broader set of teams and employers.

This project reflects that blend:

  • AI-assisted delivery speed
  • practical product prioritization
  • hands-on code and architecture updates
  • UX improvements
  • deployment and production hardening

It wasn’t just a code cleanup. It was an end-to-end product delivery exercise.

What’s Next:

I have another 9-year-old app: Highlander-react-redux. It uses the same backend API, but the frontend is React/Redux. Next, I’m going to use Codex again to revive it with the same Product Engineer lens:

  • improve onboarding
  • modernize auth + data flows
  • reduce complexity
  • ship reliably

I’ll document that process too, including what worked, what failed, and what changed in my thinking.

Highlander Project
Demo: https://highlander.fly.dev/index.html
Github: https://github.com/heriberto-codes/highlander