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

宝玉的分享
宝玉的分享
L
LINUX DO - 最新话题
Stack Overflow Blog
Stack Overflow Blog
月光博客
月光博客
雷峰网
雷峰网
Apple Machine Learning Research
Apple Machine Learning Research
V
Visual Studio Blog
Attack and Defense Labs
Attack and Defense Labs
O
OpenAI News
The GitHub Blog
The GitHub Blog
A
About on SuperTechFans
B
Blog RSS Feed
H
Help Net Security
量子位
小众软件
小众软件
SecWiki News
SecWiki News
N
Netflix TechBlog - Medium
TaoSecurity Blog
TaoSecurity Blog
美团技术团队
博客园 - 司徒正美
Hacker News - Newest:
Hacker News - Newest: "LLM"
Recent Commits to openclaw:main
Recent Commits to openclaw:main
The Cloudflare Blog
N
News and Events Feed by Topic
C
Cybersecurity and Infrastructure Security Agency CISA
The Last Watchdog
The Last Watchdog
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Scott Helme
Scott Helme
T
The Exploit Database - CXSecurity.com
K
Kaspersky official blog
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
T
Threat Research - Cisco Blogs
C
CERT Recently Published Vulnerability Notes
Application and Cybersecurity Blog
Application and Cybersecurity Blog
U
Unit 42
Google DeepMind News
Google DeepMind News
J
Java Code Geeks
Schneier on Security
Schneier on Security
G
Google Developers Blog
Forbes - Security
Forbes - Security
C
CXSECURITY Database RSS Feed - CXSecurity.com
Y
Y Combinator Blog
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
P
Palo Alto Networks Blog
A
Arctic Wolf
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
The Hacker News
The Hacker News
B
Blog
D
DataBreaches.Net
Simon Willison's Weblog
Simon Willison's Weblog

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
We shipped an on-device Japanese braille reader — here's why offline-first was non-negotiable
niixolabs · 2026-05-19 · via DEV Community

niixolabs

The problem sitting in plain sight

There's braille on train handrails, elevator buttons, and pill boxes all over Japan. Most people walk past it every day without a second thought — not because they don't care, but because almost nobody can read braille.

TenjiScan is our attempt to close that gap. Point your iPhone camera at any Japanese braille, get plain text back. That's the whole pitch.

Why we went fully offline

The first architectural decision we locked in was: no server. Braille appears on medication packaging, medical devices, banking equipment — contexts where sending someone's photo to a remote endpoint feels like a bad trade. It's not worth the privacy exposure.

Since v4.0.0, all recognition runs through a custom two-signal pipeline built on Vision. No network required, no image leaves the device. The trade-off is that we own the accuracy ceiling entirely — no external model updates — which pushes us to get the on-device pipeline right rather than lean on infrastructure.

What it actually supports

The app handles JIS Japanese braille (the national standard, JIS T 0921) and UEB Grade 1 English braille. Grade 2 contracted English braille isn't supported yet — contracted braille compresses text using shorthand symbols, and it's a meaningful gap for English-speaking users who depend on it in practice. We know. It's on the list.

The honest limitation

Lighting and shooting angle matter. Braille bumps cast shadows that make recognition possible, which means flat, even light actually hurts accuracy. We added UI guidance to help users find better angles, but in poor lighting the recognition still struggles. This isn't buried in fine print — it's just physics.

What surprised us

The use case we didn't fully anticipate: sighted people who are simply curious. Someone picks up a pill box they've owned for years and finally reads the braille on it. The app makes a small part of the tactile world readable without requiring expertise, and accessibility users have told us the on-device guarantee matters more to them than raw recognition speed.


TenjiScan is free on the App Store, with a one-time purchase to remove ads.
https://apps.apple.com/jp/app/id6759526188