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

Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
爱范儿
爱范儿
H
Help Net Security
Last Week in AI
Last Week in AI
The Cloudflare Blog
博客园 - 三生石上(FineUI控件)
小众软件
小众软件
IT之家
IT之家
aimingoo的专栏
aimingoo的专栏
大猫的无限游戏
大猫的无限游戏
Jina AI
Jina AI
Google DeepMind News
Google DeepMind News
B
Blog
C
Check Point Blog
T
Tailwind CSS Blog
云风的 BLOG
云风的 BLOG
D
Docker
Recent Announcements
Recent Announcements
Vercel News
Vercel News
博客园 - 聂微东
阮一峰的网络日志
阮一峰的网络日志
MyScale Blog
MyScale Blog
The GitHub Blog
The GitHub Blog
Stack Overflow Blog
Stack Overflow Blog
雷峰网
雷峰网
人人都是产品经理
人人都是产品经理
月光博客
月光博客
F
Fortinet All Blogs
Blog — PlanetScale
Blog — PlanetScale
B
Blog RSS Feed
The Register - Security
The Register - Security
V
Visual Studio Blog
F
Full Disclosure
Hugging Face - Blog
Hugging Face - Blog
T
Threat Research - Cisco Blogs
Latest news
Latest news
PCI Perspectives
PCI Perspectives
Cisco Talos Blog
Cisco Talos Blog
博客园 - Franky
D
DataBreaches.Net
A
Arctic Wolf
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
G
Google Developers Blog
P
Palo Alto Networks Blog
Engineering at Meta
Engineering at Meta
Microsoft Azure Blog
Microsoft Azure Blog
T
Tenable Blog
L
LINUX DO - 热门话题
Spread Privacy
Spread Privacy

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 Did Everything the AI Era Asked. It Still Didn't Pay My Bills.
Daniel Nwane · 2026-04-30 · via DEV Community

I didn't start because of AI. I was already building when it arrived.

Then AI came and reframed everything. New tools. New possibilities. A new story about what the market would reward. I leaned in — harder than most, because I had more to prove.

I have seven freeCodeCamp tutorials live.

Not drafts. Not unpublished. Live. With real readers, real comments, real engagement.

I built an SEO audit agent from scratch — Python, Browser Use, Playwright, the Claude API — evolved it through three versions, documented every failure. I built a production RAG system with hybrid search, multimodal vision, and a native MCP server, running on Cloudflare for about $5 a month. Not a demo. Not a tutorial project. Something anyone could deploy today. I built a federated knowledge commons. A suite of Claude Code skills because the defaults weren't good enough for how I actually work. I published on DEV.to, contributed to open source, earned an AWS Community Builder badge, maintained a 100% Job Success Score on Upwork.

I did everything the internet said to do.

2026 still hasn't paid me back.


Here's what nobody tells you when they say "build in public":

The AI era didn't democratize opportunity. It democratized output.

Those are not the same thing. Alex Hormozi said it cleaner than I can: "AI doesn't reduce the value of money. It reduces the value of labor. Big difference."

When everyone can publish a tutorial in a day, seven tutorials mean less. When every developer suddenly has a GitHub portfolio, portfolios stop being signal. When AI writes 90% of the job application emails landing in recruiters' inboxes, the remaining 10% gets buried with them.

The bar to produce something "good enough" collapsed. So the market for "genuinely good" collapsed with it.

I didn't know that when I started. I believed the story — build enough, publish enough, the right person notices. That was the theory.

The theory was wrong.


The data backs this up, but I didn't need the data. I felt it.

Entry-level tech hiring dropped 25% year-over-year in 2024. Developer employment for people aged 22–25 is down nearly 20% from its 2022 peak — a gap that Stanford researchers confirmed opened specifically when generative AI arrived, with younger developers losing work while developers over 35 saw employment grow. Developers are sending out 200–300 applications to get one callback.

Not because they're bad developers.

Because companies are figuring out how much of the work AI can absorb before they need to hire again. And while they're figuring it out, they're not responding.

The silence isn't personal. But it lands personally.


I want to be honest about something I haven't seen written anywhere:

The AI era created a content surplus that made human content invisible.

Think about what happened. AI lowered the cost of creating tutorials, blog posts, open source tools, portfolios. So everyone made more of them. Supply exploded. Recruiter attention didn't. The math was always going to end this way — we just didn't want to see it while we were building.

I spent months producing content that AI could have generated in minutes.

That's not an insult to my work. My work is real, tested, honest — I catch fabrications before I publish, I build systems before I write about them. But the market can't tell the difference at the speed it's moving. It doesn't have time to read deeply enough to notice.

So signal and noise look the same from the outside.


I'm not angry at the technology.

I'm angry that I believed the story around it.

The story went: learn the tools early, document everything, build in public, the market rewards signal. The AI era is the great equalizer. Geography doesn't matter. Credentials don't matter. What you build matters.

I'm from Port Harcourt, Nigeria. I believed this story harder than most, because it was the story that said someone like me could compete on a global market through sheer quality of work.

Maybe that was always naive. Maybe the market never actually worked that way and the AI era just made it obvious faster.

But I built real things. I didn't fake the metrics. I didn't cut corners on integrity. And I still have bills I can't pay.


Here's what I think happened — not just to me, but to a whole generation of developers who did everything right:

We optimized for visibility in a market that was optimizing for cheapness.

Think about what's happening on both sides simultaneously. Applicants are using AI to write cover letters at scale. Recruiters are using AI to screen those cover letters at scale. The human beings — the ones with seven live tutorials and a 100% Job Success Score — are somewhere in the middle of a conversation happening entirely between machines. We became the signal that neither side had time to read.

Recruiters aren't searching for seven-tutorial developers on DEV.to. They're using AI tools to screen 500 applications in the time it used to take to read five. The filtering happens before a human sees anything. And the filters weren't built to find people who built honest, production-grade systems and wrote about them carefully.

They were built for keywords.

We were writing essays. They were scanning for tokens.


I don't know what comes next.

I'm not going to pretend I have a reframe ready. I'm not going to tell you to "niche down" or "build an audience" or "the right opportunities are coming." I'm too tired for that and you'd see through it anyway.

What I know is this:

A lot of developers are sitting where I'm sitting right now. Some of them have more tutorials than me. Some have more GitHub stars, more followers, more credentials. And they're also not getting callbacks.

This isn't a skill problem.

It's a market that moved faster than the promise did.


The AI era asked us to learn fast, build fast, publish fast, adapt fast.

We did.

It just didn't tell us that fast was the only thing it valued — and that the moment we got fast enough, it would stop needing us to be fast anymore.

I built real things. I did it honestly.

The bills are still real too.