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

小众软件
小众软件
The Cloudflare Blog
V
Visual Studio Blog
G
Google Developers Blog
博客园 - Franky
The Register - Security
The Register - Security
C
CXSECURITY Database RSS Feed - CXSecurity.com
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
Cisco Talos Blog
Cisco Talos Blog
AWS News Blog
AWS News Blog
WordPress大学
WordPress大学
C
Cybersecurity and Infrastructure Security Agency CISA
H
Hacker News: Front Page
博客园 - 聂微东
aimingoo的专栏
aimingoo的专栏
有赞技术团队
有赞技术团队
NISL@THU
NISL@THU
P
Palo Alto Networks Blog
A
About on SuperTechFans
V2EX - 技术
V2EX - 技术
腾讯CDC
Project Zero
Project Zero
T
Tor Project blog
C
CERT Recently Published Vulnerability Notes
D
DataBreaches.Net
Google DeepMind News
Google DeepMind News
S
Secure Thoughts
Attack and Defense Labs
Attack and Defense Labs
H
Hackread – Cybersecurity News, Data Breaches, AI and More
N
News | PayPal Newsroom
Security Latest
Security Latest
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
Scott Helme
Scott Helme
Microsoft Security Blog
Microsoft Security Blog
阮一峰的网络日志
阮一峰的网络日志
博客园 - 叶小钗
P
Proofpoint News Feed
罗磊的独立博客
M
MIT News - Artificial intelligence
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
宝玉的分享
宝玉的分享
量子位
博客园 - 司徒正美
U
Unit 42
MyScale Blog
MyScale Blog
F
Fortinet All Blogs
Apple Machine Learning Research
Apple Machine Learning Research
Recorded Future
Recorded Future
Last Week in AI
Last Week in AI
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报

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
The first time you watch an AI agent buy something, you will feel something you cannot name.
GDS K S · 2026-05-11 · via DEV Community

A 91 second experiment, an $11.78 charge, and a moment of hesitation that surprised me more than the result.

I knew the agent was going to spend money. I had set the cap. I had created the Stripe Project. I had signed the OAuth flow. I had watched a YouTube demo of somebody else doing the same thing two hours earlier.

When the moment came, my hand still moved toward Control C.

The agent was 38 seconds into its run. It had checked the Cloudflare API, found quiet-thunder-7821.dev available, queried the registrar, and received a 402 Payment Required response with a price of $11.78 for one year. The next thing it would do, in the next four seconds: charge the card.

I let it.

The charge cleared. The domain registered. The Worker deployed. The smoke test passed. The agent printed a URL. I copied the URL into a browser. The page said hi from an agent in plain text on a white background. From the moment I ran the script to the moment the page rendered: 91 seconds.

I sat there for a long minute after that, not doing anything. Just looking at the cursor.

This piece is about that minute.

The protocol, briefly

Cloudflare and Stripe shipped something this week called Machine Payments Protocol. The technical version is HTTP 402 with a JSON price body, OAuth scoped to a per agent Stripe Project, and a default $100 monthly spending cap that lives on Stripe's side. The marketing version is "agents can now provision Cloudflare accounts, register domains, and deploy applications without human intervention".

The cap is the part that lets you sleep. Stripe enforces it server side. The agent cannot raise it from inside its own runtime. If the agent goes wild and tries to spend $5,000 on premium domains, Stripe stops it at $100 and you get a notification. The blast radius stays bounded.

I knew that. I had read the docs page twice. The cap was not the reason my hand moved.

Why my hand moved

The thing I underestimated was the difference between "the agent could spend money" as a concept and "the agent is about to spend my money" as a live event.

I have given AI tools access to my code repository. I have given them access to my email. I have given them production database read credentials. None of those felt the way this felt. The pattern is similar. The instinct was different.

I think the difference is that money is the one resource I have a lifelong physical relationship with. I have handled cash. I have signed checks. I have watched receipts print at gas stations. My brain encoded "spending" through years of physical signal. The mental model for "reading email" did not get the same wiring. When the agent was about to spend, that part of my brain woke up and asked who had approved this.

I had approved it. I had set the cap. The amount was small. My reasoning brain knew that. My reasoning brain was not driving my hand.

I think a lot of the resistance to agentic payments over the next year is going to look like this. Not measured objections. Not policy debates. A specific and slightly embarrassing instinct that fires the first time you watch one happen.

The thing I was not expecting

The agent picked the domain name itself. I had told it to pick something in the format adjective-noun-number.dev. I had not told it to pick quiet-thunder-7821.

I sat with that for longer than I sat with the payment. The payment was a transaction with bounded outcomes. The naming was an aesthetic choice. An aesthetic choice made by software, on my behalf, with my money, about a thing that would now exist in the world under my account and bill to my card every year if I did not delete it.

I do not know what to do with that observation. The agent's choice was fine. quiet-thunder-7821.dev is a perfectly cromulent domain. If you had asked me to pick one in 30 seconds I might have done worse.

But the domain was not mine. The domain belonged to the agent's taste. The card was mine, the legal liability was mine, the renewal would be mine. The taste was the agent's.

This is the part that nobody is talking about yet. The protocol is well designed. The cap is well placed. The OAuth scoping is correct. The unanswered question is what happens when agents start making aesthetic and judgment calls inside the bounds we set for them, and we discover that the bounds were the easy part.

What I did with the domain

I deleted it the next morning. The Worker came down. The DNS unwound. The Stripe Project archived itself with a complete ledger of every cent the agent had touched. Total spend on the experiment: $11.78 for the registration plus a fraction of a cent for the Worker compute.

The deletion took six seconds. The registration was non refundable. So somewhere out there, in a Cloudflare ledger, $11.78 of mine paid for a domain that lived for 14 hours and whose only content was the string hi from an agent.

I am fine with that. The 14 hour domain was the price of the demonstration. The demonstration was worth more than the domain.

What I am going to do next

The next experiment is bigger. I am going to give an agent a slightly larger budget and ask it to spin up a real piece of software. A small SaaS. Frontend, backend, storage, a Stripe Checkout flow that takes payments from real users and routes them to a real revenue split. End to end, from a cold start, with no human in the deploy loop.

I am giving the agent a $200 monthly cap. I am giving it a virtual card with a $300 balance. I am giving it a domain budget of $20. I am scoping the Stripe Project so it cannot reach my main account.

The reason I am doing this is not because I think it will work the first time. I think it will fail somewhere in the middle. I think the failure mode will be interesting. I think the cap will save me.

The reason I am writing it down ahead of time is that I want to commit, in public, to running the experiment without bailing out at the moment my hand moves toward Control C. If you check back in two weeks, I will tell you what happened.

The closing

The first time you watch an AI agent buy something, you will feel something you cannot put a name on. The feeling will fire in the middle of an event you approved, sized correctly, capped appropriately, and conceptually understood. The feeling will not care.

I think the right thing to do with the feeling is to notice it, decide whether to act on it, and let the agent finish if you decide not to. The cap is real. The audit trail is real. The protocol is well designed. The instinct that fires anyway is older than any of those things.

If you are about to run your first agent payment, run it small. Run it on a thing you can delete. Run it when you have time to sit with the cursor for a minute afterward. The minute is part of the experience.

What are you going to give an agent a card for?


Written by **GDS K S* (thegdsks.com), building Glincker.*
If this was useful, follow me on X / @thegdsks. I write about the parts of the AI stack vendors keep off the pricing page.