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

S
Schneier on Security
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
T
Threat Research - Cisco Blogs
C
Cyber Attacks, Cyber Crime and Cyber Security
C
CXSECURITY Database RSS Feed - CXSecurity.com
A
Arctic Wolf
Security Latest
Security Latest
Simon Willison's Weblog
Simon Willison's Weblog
I
Intezer
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
T
Troy Hunt's Blog
Latest news
Latest news
Help Net Security
Help Net Security
S
Security Affairs
Webroot Blog
Webroot Blog
The Hacker News
The Hacker News
AI
AI
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
T
Tor Project blog
Forbes - Security
Forbes - Security
Google DeepMind News
Google DeepMind News
AWS News Blog
AWS News Blog
Attack and Defense Labs
Attack and Defense Labs
P
Proofpoint News Feed
www.infosecurity-magazine.com
www.infosecurity-magazine.com
H
Help Net Security
L
Lohrmann on Cybersecurity
S
SegmentFault 最新的问题
Google Online Security Blog
Google Online Security Blog
MongoDB | Blog
MongoDB | Blog
Cyberwarzone
Cyberwarzone
The Last Watchdog
The Last Watchdog
S
Securelist
N
News and Events Feed by Topic
S
Secure Thoughts
F
Fortinet All Blogs
博客园_首页
C
Cybersecurity and Infrastructure Security Agency CISA
量子位
M
MIT News - Artificial intelligence
F
Full Disclosure
T
The Blog of Author Tim Ferriss
T
Tailwind CSS Blog
Recent Commits to openclaw:main
Recent Commits to openclaw:main
Microsoft Security Blog
Microsoft Security Blog
I
InfoQ
P
Privacy International News Feed
L
LangChain Blog
Know Your Adversary
Know Your Adversary
C
CERT Recently Published Vulnerability Notes

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
Solana's Account Types Are Just Database Rows With Different Flags
Samuel Akoji · 2026-05-20 · via DEV Community

The Surprise of Day 25

When I got to Day 25 of 100 Days of Solana and inspected the System Program account for the first time, I expected something special. Some distinct "program" structure, different from the wallet accounts I'd been working with.

Instead I got the same four fields I'd already seen a hundred times: balance, owner, executable, data. The only difference was executable: true.

That was the moment "everything is an account" stopped being a tagline and became something I actually understood. This post explains what I found and what it means if you're coming from a Web2 background.

The Web2 Mental Model You Need to Drop

In Web2, different things have different types. A user account is a database row. Application code is a file on a server. Configuration data is an environment variable or a config service. They're stored differently, accessed differently, and reasoned about differently.

Solana collapses all of this into one primitive. Everything your wallet, the code that processes transfers, the network's current timestamp is a row in the same global table with the same four columns.

The Schema

CREATE TABLE accounts (
  address    VARCHAR PRIMARY KEY,
  lamports   BIGINT,        -- SOL balance
  owner      VARCHAR,       -- which program controls this row
  data       BYTEA,         -- arbitrary payload
  executable BOOLEAN        -- is this row code or data?
);

Enter fullscreen mode Exit fullscreen mode

That's it. Every account on Solana billions of them fits this schema. What varies is the values.

Row Type 1: Your Wallet

address: YOUR_WALLET_ADDRESS
lamports: 1,247,000,000 (1.247 SOL)
owner: 11111111111111111111111111111111 (System Program)
data: empty
executable: false

Your wallet is the simplest possible row. No data payload, not executable, owned by the system program. The SOL balance is all that matters, and it lives in lamports.

Web2 equivalent: A user record with just a balance field. No special logic is attached. The application server (system program) handles all operations on it.

Row Type 2: The System Program

address: 11111111111111111111111111111111
lamports: 1,000,000,000 (1 SOL)
owner: NativeLoader
data: 14 bytes
executable: true

Same schema, completely different purpose. executable: true means the runtime treats the data field as code to execute, not state to store. When you call the System Program, the runtime looks up this row and runs its bytecode.

Web2 equivalent: A stored procedure in your database. It lives in the same storage system as your data rows, but the database engine knows to execute it rather than return it as data.

Row Type 3: Sysvar Accounts

address: SysvarC1ock11111111111111111111111111111111
lamports: 1,169,280
owner: Sysvar1111111111111111111111111111111111111
data: 40 bytes (current slot, epoch, timestamp)
executable: false

Sysvar accounts are read-only rows that the network itself writes to every slot. Programs read them to access runtime information: what slot is it? What's the current rent rate? What are the recent block hashes?

Web2 equivalent: A system configuration table that your application server updates automatically like a system_config table with current_time, maintenance_mode, and version columns. Your application code reads it but doesn't write it.

The Flag That Changes Everything

The entire distinction between "code" and "data" in Solana comes down to one boolean: executable.

In Web2, code and data are fundamentally different things stored in different places one on your filesystem, one in your database. You never confuse them. In Solana, they're the same thing stored the same way. The flag is the only boundary.

This has a profound implication: programs are inspectable the same way data is. You can look up any program's account in a block explorer, see its bytecode, check its upgrade authority, read its transaction history. There's no separation between "application layer" and "data layer" it's all one public table.

What Sat Underneath Everything I Built

Looking back at 25 days of challenges through this lens:

Every airdrop I received → System Program created or credited my wallet row.
Every SOL transfer I sent → System Program debited my row and credited the recipient's.
Every account I created for a new keypair → System Program inserted a new row.
Every script that read account data → fetched rows from this global table.

The System Program has been the invisible application server behind every operation. Day 25 was the first time I looked at it directly as an account and saw that it's just another row, with executable: true and the NativeLoader as its owner.

Same table. Same schema. Different flags.