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

V
V2EX
爱范儿
爱范儿
Martin Fowler
Martin Fowler
T
The Blog of Author Tim Ferriss
B
Blog RSS Feed
博客园 - 聂微东
G
GRAHAM CLULEY
Engineering at Meta
Engineering at Meta
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
WordPress大学
WordPress大学
Scott Helme
Scott Helme
AI
AI
S
Security Affairs
T
Threat Research - Cisco Blogs
M
MIT News - Artificial intelligence
T
Troy Hunt's Blog
H
Hackread – Cybersecurity News, Data Breaches, AI and More
人人都是产品经理
人人都是产品经理
AWS News Blog
AWS News Blog
T
Threatpost
Cyberwarzone
Cyberwarzone
www.infosecurity-magazine.com
www.infosecurity-magazine.com
U
Unit 42
V
Vulnerabilities – Threatpost
J
Java Code Geeks
博客园 - Franky
月光博客
月光博客
Blog — PlanetScale
Blog — PlanetScale
NISL@THU
NISL@THU
D
Docker
小众软件
小众软件
N
News and Events Feed by Topic
Microsoft Security Blog
Microsoft Security Blog
Y
Y Combinator Blog
A
Arctic Wolf
D
DataBreaches.Net
云风的 BLOG
云风的 BLOG
Forbes - Security
Forbes - Security
量子位
PCI Perspectives
PCI Perspectives
美团技术团队
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
I
InfoQ
Security Archives - TechRepublic
Security Archives - TechRepublic
有赞技术团队
有赞技术团队
腾讯CDC
P
Proofpoint News Feed
S
Security @ Cisco Blogs
G
Google Developers Blog
C
Cisco Blogs

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
Why I Publish Research in Public
根本卓哉 Takuya Nemoto · 2026-06-20 · via DEV Community

Many research projects begin in private.

Notes remain on personal computers.

Drafts stay hidden.

Ideas circulate only among a small number of people.

I have chosen a different approach.

Whenever possible, I prefer to develop research in public.

What Does “Research in Public” Mean?

Publishing research in public does not necessarily mean publishing finished work.

Instead, it means making parts of the research process visible.

Examples include:

  • Preprints
  • Research notes
  • Documentation
  • GitHub repositories
  • Technical articles
  • Conceptual discussions

The goal is not perfection.

The goal is transparency.

The Traditional Model

Historically, research often followed a simple path:

Research → Journal Submission → Publication

The public usually saw only the final result.

Years of development remained hidden.

This model still plays an important role.

However, modern technology has created additional possibilities.

The Open Science Alternative

Today, researchers can share work at many stages.

A project may appear as:

  • An idea
  • A draft
  • A preprint
  • A repository
  • A technical implementation
  • A peer-reviewed publication

Instead of a single publication event, research becomes an evolving process.

Why I Prefer Public Development

One reason is simple:

Knowledge grows through interaction.

Ideas become stronger when exposed to criticism, questions, and alternative perspectives.

Public development creates opportunities for feedback that would otherwise never occur.

Not every comment is useful.

But useful comments can significantly improve a project.

Documentation as Research

Many researchers underestimate documentation.

Documentation is often treated as an afterthought.

I see it differently.

Writing explanations forces researchers to clarify assumptions.

Ambiguous concepts become visible.

Weak arguments become easier to identify.

In many cases, documentation improves the research itself.

GitHub and Research

GitHub is commonly associated with software development.

However, many of its principles apply equally well to research.

Version control.

Transparency.

Revision history.

Public discussion.

These tools make long-term projects easier to manage.

Research is often iterative.

GitHub embraces iteration.

Visibility and Accountability

Public work creates visibility.

It also creates accountability.

Once ideas are published, they can be examined by others.

Mistakes become easier to detect.

Claims become easier to verify.

While this can feel uncomfortable, it also encourages greater rigor.

Independent Research in the Digital Era

The internet has dramatically expanded opportunities for independent researchers.

Repositories.

Persistent identifiers.

Open-access platforms.

Collaborative tools.

Together, these technologies reduce barriers that previously limited participation.

Research remains difficult.

But access to infrastructure is increasingly available.

Research as an Ongoing Process

One of the biggest misconceptions about research is that it progresses in a straight line.

In reality, most projects evolve through:

  • Revisions
  • Dead ends
  • New evidence
  • Unexpected discoveries

Public development makes this process visible.

Instead of presenting only conclusions, it reveals part of the journey.

Final Thoughts

Publishing research in public is not about attracting attention.

It is about participating in an open process of knowledge development.

Ideas improve through exposure.

Documentation improves through revision.

Research improves through discussion.

Modern scholarly infrastructure makes public development easier than ever before.

For that reason, I believe research should be viewed not only as a final product, but also as an ongoing conversation.