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

P
Proofpoint News Feed
D
DataBreaches.Net
雷峰网
雷峰网
WordPress大学
WordPress大学
Microsoft Security Blog
Microsoft Security Blog
云风的 BLOG
云风的 BLOG
Google DeepMind News
Google DeepMind News
Blog — PlanetScale
Blog — PlanetScale
MongoDB | Blog
MongoDB | Blog
F
Fortinet All Blogs
B
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
Engineering at Meta
Engineering at Meta
月光博客
月光博客
V
Visual Studio Blog
美团技术团队
I
InfoQ
Stack Overflow Blog
Stack Overflow Blog
Hugging Face - Blog
Hugging Face - Blog
爱范儿
爱范儿
博客园 - 【当耐特】
V
V2EX
Microsoft Azure Blog
Microsoft Azure Blog
博客园 - 聂微东

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
How I Built an AI Website Assistant That Understands Any ...
Gaus Ahmed · 2026-04-24 · via DEV Community

Gaus Ahmed

The Problem

Users get stuck on websites. Complex dashboards, multi-step forms, confusing navigation. The result: support tickets, abandoned forms,
frustrated users.

Tools like WalkMe solve this, but they cost ~$50K/year and require someone to manually build every walkthrough. When the UI changes,
flows break.

I wanted something smarter.

What I Built

DrGUI — an AI assistant that lives on any website. One script tag, and users get intelligent guidance for any task.

Try it: drgui.in

How It Works

  1. Add the script tag to your site
  2. The SDK scans the page DOM — fields, buttons, navigation, sections
  3. User asks a question or requests help
  4. The AI (Gemini 2.5 Flash) understands the page context and returns steps
  5. The SDK highlights elements and walks the user through each step
  6. After completing steps, it re-scans and auto-continues until done

The Tech Stack

  • SDK: Vanilla JS, Shadow DOM for CSS isolation
  • Backend: Express.js, Our LLM
  • Voice: Web Speech API (STT) + A TTS
  • Languages: 9 Indian languages like Hindi, Tamil, Telugu, Marathi, Kannada, Malayalam, Bengali, Gujarati, English

The Interesting Parts

Shadow DOM Isolation

The biggest challenge was making a widget that works on ANY website
without CSS conflicts. Shadow DOM was the answer, the entire chat

panel lives in its own isolated DOM tree.

AI Auto-Continuation

When the AI returns guidance steps, the SDK doesn't just show them, it tracks which steps are completed, re-scans the page after navigation, and sends a [CONTINUE] request with completedSelectors so the AI knows what's done and what's next.

Voice Chat Mode

The FAB button transforms into a voice orb with three states:

  • Listening (pulsing animation)
  • Thinking (breathing animation)
  • Speaking (bouncing animation)

STT pauses during TTS playback to prevent hearing its own voice.

Try It

The chatbot on drgui.in is the product running on itself. Click the widget in the bottom-right corner and ask anything about the website.

Free 7-day trial. Would love your feedback.