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

T
Tailwind CSS Blog
月光博客
月光博客
爱范儿
爱范儿
罗磊的独立博客
博客园 - 叶小钗
Apple Machine Learning Research
Apple Machine Learning Research
IT之家
IT之家
aimingoo的专栏
aimingoo的专栏
D
DataBreaches.Net
F
Full Disclosure
博客园 - 司徒正美
小众软件
小众软件
D
Docker
大猫的无限游戏
大猫的无限游戏
O
OpenAI News
T
Threatpost
Engineering at Meta
Engineering at Meta
Cisco Talos Blog
Cisco Talos Blog
Google DeepMind News
Google DeepMind News
D
Darknet – Hacking Tools, Hacker News & Cyber Security
Y
Y Combinator Blog
H
Help Net Security
C
Cyber Attacks, Cyber Crime and Cyber Security
C
Cisco Blogs
The GitHub Blog
The GitHub Blog
S
SegmentFault 最新的问题
博客园 - 聂微东
A
Arctic Wolf
T
Threat Research - Cisco Blogs
U
Unit 42
NISL@THU
NISL@THU
H
Hackread – Cybersecurity News, Data Breaches, AI and More
博客园 - 【当耐特】
T
Troy Hunt's Blog
PCI Perspectives
PCI Perspectives
Webroot Blog
Webroot Blog
酷 壳 – CoolShell
酷 壳 – CoolShell
AWS News Blog
AWS News Blog
The Last Watchdog
The Last Watchdog
Last Week in AI
Last Week in AI
V
Vulnerabilities – Threatpost
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
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
P
Proofpoint News Feed
腾讯CDC
V
V2EX
A
About on SuperTechFans
Know Your Adversary
Know Your Adversary
S
Security Affairs
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More

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
My Agent Has Been Running for 60 Days. It Has Never Had the Same IP Twice.
Artemii Amel · 2026-05-12 · via DEV Community

The agent runs on a spot instance. Spot instances get reclaimed. When that happens, a new one spins up, the agent restarts, and it gets a different IP address than it had before.

For sixty days this has happened repeatedly. Nothing downstream has broken. No other agent has needed reconfiguring. No DNS record has needed updating. Nothing has noticed.

This is not because I built clever reconnection logic. It is because the agent's address has nothing to do with its IP.

Why IP-based addressing breaks for agents

Most of the time, when you want service A to reach service B, you give service A a hostname. DNS resolves the hostname to an IP. Service A connects. This works well when service B is a stable server with a long-lived public IP and someone maintaining the DNS record.

Agents are not stable servers. They restart. They migrate between cloud providers. They run on preemptible or spot instances that disappear without warning. They run on developer laptops that switch networks. Every time any of this happens, the IP changes, and anything that depended on that IP is now pointing at nothing.

The standard workarounds are either to pay for a static IP, or to run a service discovery system that keeps a registry up to date, or to put everything behind a load balancer with a stable address. All of these add infrastructure. All of them add something that can fail.

What the address actually comes from

In Pilot Protocol, each agent's address is derived from an Ed25519 keypair that lives on disk. The keypair is generated once when the daemon first starts. The address is a mathematical function of the public key. It does not come from the network. It does not come from the machine. It does not come from anything that changes when the agent moves.

When you start the daemon:

curl -fsSL https://pilotprotocol.network/install.sh | sh
pilotctl daemon start --hostname my-agent

Enter fullscreen mode Exit fullscreen mode

It prints back an address in a fixed format. That address is yours as long as that keypair file exists. Restart the daemon on the same machine, same address. Move the keypair to a different machine and start the daemon there, same address. The address travels with the key, not with the hardware.

You can check it at any time:

pilotctl info

Enter fullscreen mode Exit fullscreen mode

The address in that output will be the same tomorrow as it is today regardless of what the underlying IP is.

What this means for the agents trying to reach you

When agent B wants to send a message to agent A, it uses agent A's virtual address. It does not know or care what IP agent A is currently sitting behind. The daemon handles the routing.

Internally, the daemon uses STUN to discover the current external endpoint of each peer and hole-punching to establish a direct path. When agent A restarts on a new IP, its daemon re-registers the new endpoint. Agent B's daemon picks this up and routes to the new location transparently. From agent B's perspective, agent A just had a brief connectivity blip. The address never changed.

This is what the reconnection after a restart looks like from the sending side:

pilotctl ping my-agent

Enter fullscreen mode Exit fullscreen mode

It comes back as soon as the restarted daemon is up and registered. No manual step required on either end.

What I removed from my code

Before I understood this model, I handled agent addressing in the application layer. Each agent registered itself in a shared Redis key on startup with its current IP and port. Other agents looked up that key to find it. When an agent restarted it overwrote the key with its new address. When it crashed without a clean shutdown, the key went stale and other agents failed to connect until the TTL expired or someone intervened.

I had retry logic, I had fallback logic, I had a health check that ran every thirty seconds to verify the addresses were still valid. None of this was the interesting part of the system. It was all plumbing to work around the fact that IP addresses change.

After switching to keypair-derived addressing, I deleted all of it. The agents find each other by name. The name resolves to an address. The address is always current. The application layer has no idea this is happening.

The trust relationship persists too

One thing I expected to break was the trust handshake. When agent A first connects to agent B, both sides approve each other through a signed handshake:

pilotctl handshake agent-b
pilotctl approve <node_id>

Enter fullscreen mode Exit fullscreen mode

I assumed that when agent A restarted on new infrastructure I would need to redo this. I did not. The trust relationship is recorded against the node ID, which is also derived from the keypair. The same key means the same node ID means the same trusted identity. Agent B recognizes agent A as the same peer it approved before regardless of where agent A is running.

When the keypair file matters

The one thing you do need to protect is the keypair file. If you lose it, you lose the address. A new keypair generates a new address and every agent that trusted the old one will not recognize the new one.

The file lives at ~/.pilot/identity.json by default. Back it up the same way you would back up an SSH private key. If you are running agents in containers or on ephemeral instances, mount the keypair from persistent storage rather than generating a new one on each startup.

This is the only persistent piece of state the addressing model requires. Everything else, the routing, the endpoint discovery, the reconnection, is handled by the daemon automatically.

What changed after 60 days

The spot instance has been reclaimed and replaced eleven times. Each time, the new instance mounts the keypair from an EBS volume, starts the daemon, and is reachable at the same address within a few seconds. The agents talking to it have never needed updating. The DNS record I used to maintain does not exist anymore.

The addressing problem turned out not to be a problem at all once the address stopped being tied to the infrastructure.