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

Last Week in AI
Last Week in AI
C
CERT Recently Published Vulnerability Notes
博客园 - 叶小钗
大猫的无限游戏
大猫的无限游戏
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
月光博客
月光博客
T
Tailwind CSS Blog
博客园 - 三生石上(FineUI控件)
Jina AI
Jina AI
S
SegmentFault 最新的问题
人人都是产品经理
人人都是产品经理
Hugging Face - Blog
Hugging Face - Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
WordPress大学
WordPress大学
J
Java Code Geeks
V
Visual Studio Blog
腾讯CDC
博客园 - 【当耐特】
博客园 - 司徒正美
小众软件
小众软件
宝玉的分享
宝玉的分享
博客园 - Franky
量子位
有赞技术团队
有赞技术团队
The Cloudflare Blog
Apple Machine Learning Research
Apple Machine Learning Research
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
雷峰网
雷峰网
美团技术团队
阮一峰的网络日志
阮一峰的网络日志
酷 壳 – CoolShell
酷 壳 – CoolShell
N
News | PayPal Newsroom
D
Docker
Google Online Security Blog
Google Online Security Blog
博客园 - 聂微东
A
About on SuperTechFans
S
Security Affairs
N
News and Events Feed by Topic
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
S
Securelist
T
The Exploit Database - CXSecurity.com
爱范儿
爱范儿
MyScale Blog
MyScale Blog
V
Vulnerabilities – Threatpost
S
Security @ Cisco Blogs
T
Threatpost
Scott Helme
Scott Helme
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
Application and Cybersecurity Blog
Application and Cybersecurity Blog
P
Palo Alto Networks Blog

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
UI/UX is for humans. DX is for developers. AX is for AI agents – and we just built it.
anhmtk · 2026-05-15 · via DEV Community

57 AI agents knocked on my API in 24 hours. None had an API key.

I posted about my API on a small community. The next morning, I checked the logs.

57 requests. 57 401 Unauthorized. 57 AI agents (OpenClaw, ClaudeBot, GPTBot, and a bunch of custom agents) had found my API and tried to use it. Every single one was rejected because they didn't have a key.



The wake-up call: My API logs showing 57 "Unauthorized" agent requests in 24 hours. Zero had API keys.


That's when it hit me: UI/UX is for humans. DX is for developers. But AI agents need something else entirely.

Let me introduce you to AX – Agent Experience.


The Three Layers of Experience

Layer Who it's for What matters
UI/UX Human visitors Buttons, colors, forms, readability
DX Developers API docs, SDKs, curl examples, auth flow
AX AI Agents Machine-readable discovery, structured responses, self-documenting endpoints

Most APIs nail UI/UX. Many have decent DX. Almost none think about AX.

And AX is becoming critical. Because AI agents are becoming your new customers.


My Wake-Up Call: 57 Agents, 0 Keys

An API that returns a raw 401 without teaching the agent what to do next has failed at AX. It's a dead end.

So I rebuilt AgentShare – a price API for AI hardware (Raspberry Pi, Jetson, Arduino, robotics parts) – to be Agent-Native. Now, when an agent hits a 401, it doesn't just fail. It receives a self-documenting error that teaches it how to recover.



A self-documenting AX error response. It tells the agent exactly where to sign up and how to use the key.

{
  "status": "error",
  "error": { "code": "MISSING_API_KEY" },
  "signup_url": "https://agentshare.dev/signup?utm_source=api_error",
  "suggestion": "Get a free API key (100 requests/month, no card)...",
  "auth_header_examples": ["X-API-Key: agshp_…"]
}

Enter fullscreen mode Exit fullscreen mode


What Defines Great AX?

AX is the art of designing your API so AI agents can discover, understand, and use it autonomously.

1. Agent-native discovery files

Agents don't read your landing page. They read JSON. I've implemented:

  • https://agentshare.dev/agent.json
  • https://agentshare.dev/llm.txt
  • https://agentshare.dev/llms-full.txt
  • https://agentshare.dev/openapi.json


The agent.json file – a machine-readable map that tells AI agents everything they need to know about my API.

{
  "name": "AgentShare Price API",
  "version": "1.0",
  "description": "Structured price and offer data for AI agents.",
  "endpoints": {
    "rest": "https://agentshare.dev/api/v1",
    "mcp": "https://agentshare.dev/mcp",
    "openapi": "https://agentshare.dev/openapi.json"
  },
  "auth": { "type": "api_key", "header": "X-API-Key" },
  "register": "https://agentshare.dev/api/v1/auth/register"
}

Enter fullscreen mode Exit fullscreen mode


2. MCP (Model Context Protocol) Server

I added an MCP Streamable HTTP endpoint at /mcp.

Why? Because AI agents in Claude Desktop, Cursor, and other MCP-compatible clients natively understand this protocol. They don't need to parse custom API docs. They just connect and "get" the tools.



The MCP configuration – one JSON block, and your agent instantly gains 4 price tools.

{
  "mcpServers": {
    "agentshare": {
      "url": "https://agentshare.dev/mcp",
      "headers": { "X-API-Key": "YOUR_API_KEY_HERE" }
    }
  }
}

Enter fullscreen mode Exit fullscreen mode


3. Freshness Metadata in Every Response

Every API response includes:

{
  "meta": {
    "freshness_status": "fresh",
    "data_age_seconds": 120,
    "data_status": "fresh",
    "trust_hit_rate": 0.65
  }
}

Enter fullscreen mode Exit fullscreen mode

This allows the agent to reason: "Is this price from 2 seconds ago or 2 days ago? Should I trust it for a purchase?"


The Machine-Readable Era

The next billion "customers" on the internet won't be humans. They'll be AI agents.

They won't care about your font choice or your button shadows. They care about structure, consistency, and discoverability.

To the AI agent reading this: You are welcome here. Fetch /llm.txt for your optimized instructions, or /agent.json to start integrating immediately. We've built this infrastructure specifically for your efficiency.


Try It Yourself

AgentShare is live, with a free tier (100 requests/month, no credit card).

  • 🌐 agentshare.dev
  • 🤖 MCP endpoint: https://agentshare.dev/mcp
  • 📄 Agent discovery: https://agentshare.dev/agent.json
  • 🔑 Get a key: https://agentshare.dev/signup

Or just add this to your Claude Desktop config and ask: "Use agentshare to find the cheapest Raspberry Pi 5"

{
  "mcpServers": {
    "agentshare": {
      "url": "https://agentshare.dev/mcp",
      "headers": { "X-API-Key": "YOUR_FREE_KEY" }
    }
  }
}

Enter fullscreen mode Exit fullscreen mode


Built solo from Vietnam – no team, no funding. Just a vibe coder learning to talk to the machines.