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

aimingoo的专栏
aimingoo的专栏
The Last Watchdog
The Last Watchdog
Project Zero
Project Zero
T
Threatpost
T
The Blog of Author Tim Ferriss
云风的 BLOG
云风的 BLOG
N
Netflix TechBlog - Medium
B
Blog
The GitHub Blog
The GitHub Blog
F
Full Disclosure
MyScale Blog
MyScale Blog
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
Y
Y Combinator Blog
GbyAI
GbyAI
Recent Announcements
Recent Announcements
MongoDB | Blog
MongoDB | Blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
D
Docker
NISL@THU
NISL@THU
爱范儿
爱范儿
Spread Privacy
Spread Privacy
F
Fortinet All Blogs
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
博客园 - 叶小钗
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Hacker News - Newest:
Hacker News - Newest: "LLM"
Simon Willison's Weblog
Simon Willison's Weblog
S
Security @ Cisco Blogs
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
PCI Perspectives
PCI Perspectives
V
V2EX
人人都是产品经理
人人都是产品经理
W
WeLiveSecurity
IT之家
IT之家
P
Proofpoint News Feed
Engineering at Meta
Engineering at Meta
博客园_首页
Forbes - Security
Forbes - Security
Cloudbric
Cloudbric
有赞技术团队
有赞技术团队
Application and Cybersecurity Blog
Application and Cybersecurity Blog
B
Blog RSS Feed
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
P
Palo Alto Networks Blog
The Register - Security
The Register - Security
Google DeepMind News
Google DeepMind News
Hacker News: Ask HN
Hacker News: Ask HN
腾讯CDC
T
Threat Research - Cisco Blogs
Cyberwarzone
Cyberwarzone

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
Making of Aantraa
shrey vijayvargiya · 2026-06-26 · via DEV Community

Making of Aantraa

aantraa.site — AI audio & video translation, caption generator, and viral shorts cutter.


Under the Hood

I run a small YouTube channel. I'm not a full-time content creator, but YouTube is a solid platform to gain traffic for your online work, business, project, or idea.

Aantraa is what I built in a week. The main concept is simple:

  • Video translation into multiple languages
  • Audio translation — including text-to-audio, with MP3 output for Premiere Pro
  • Long-form to shorts — convert YouTube long-form video into short clips

At that time, only three features were needed, so website development wasn't the heavy lift. The real work was building APIs, backend infrastructure to integrate AI into video, and dealing with heavy storage.


Breaking the execution into steps: How I made Aantraa

AI LLM layering and provider

Aantraa is heavily dependent on AI APIs — we need reliable infrastructure for LLM providers.

OpenRouter, Portkey, Vercel AI SDK labs, and individual APIs for Anthropic, Deepseek, and OpenAI are solid options.

I prefer OpenRouter for Aantraa for one reason: multiple model support — it's easy to pick the cheapest capable model for each job. Easy to integrate, strong community support, free model access, and more.

AI LLM APIs are needed at almost every stage in the backend:

  • Understanding video context and creating a script
  • Translating the script into target languages
  • Recording the script into MP3 or WAV format
  • Summarising the video
  • Generating captions
  • Cutting videos into shorts

Building APIs and servers

Each layer needs heavy AI context and prompt engineering. Loop engineering is the trend here — and it's required for aantraa.

For example, video translation works in multiple connected steps:

Video translation API breakdown

  1. AI understands the video, fed into the LLM via the ffmpeg module
  2. AI generates a script/caption from the video
  3. AI translates the script into the desired language
  4. AI generates audio (MP3 or WAV) of the new translation
  5. AI glues audio and video together using ffmpeg

Each step depends on the previous one, which makes production debugging hard when something breaks.

Solution: Track each process — usage tokens, estimated time, errors, and response metadata.

The same pattern applies to audio translation, viral clip cutter, and caption generator.

Infrastructure and servers

Local API development is manageable until you ship to production.

Layer Choice
Framework Hono.js
Backend hosting Vercel Edge or Fly.io
DevOps Docker, simple Git CI/CD
Database Firebase / Supabase
Storage UploadThing

I found UploadThing as a practical alternative to AWS S3 and Firebase/Supabase storage for file uploads. It provides client and server SDKs to upload files quickly (5 MB per chunk on the free plan).

We need storage heavily because every AI layer doesn't keep its own memory — every generated audio/video file must land in storage.

FFmpeg is essential for video and audio work, but it has limitations on serverless functions and Vercel Edge. That pushed us toward Fly.io, Railway, or Render for heavier media workloads.


Video translation into 90+ languages

Aantraa supports 90+ languages for video and audio translation.

AI translates scripts, text, on-screen text, and video context well — it needs to understand the video through the script and each frame. FFmpeg helps with that pipeline.

The flow:

  1. AI generates a script from the source
  2. AI translates into the target language
  3. AI creates dubbed audio in that language
  4. FFmpeg merges audio and video into a new translated file

Each step needs debugging, prompt engineering, and FFmpeg integration.

Finally, the output uploads to storage and returns a URL to the client for download and playback.


Audio to MP3 in multiple languages

Aantraa isn't only video translation. As a creator, I also wanted to turn blog posts or text into audio — podcast-style listening.

The audio translation tool covers:

  • Text to audio — download MP3 or WAV
  • 90+ languages for text and video sources
  • Video to audio extraction and translation
  • Multiple target languages in parallel

That makes aantraa a supporting platform: one recording → 90+ language MP3s, ready for one-click sharing.


YouTube videos to shorts

The viral shorts feature converts long-form YouTube video into short clips you can upload directly to your channel.

API breakdown

  1. AI understands the full video context — summary and script
  2. AI breaks the script by timestamp into the desired number of shorts
  3. FFmpeg cuts each clip; APIs upload to storage

It sounds simple, but production needs FFmpeg tuning, AI context limits, and file-size guardrails — videos over ~10 MB cost more time and money to process.


Video translation examples

See 10+ translated videos in Spanish, Hindi, Bengali, Gujarati, Marathi, Tamil, French, English, Japanese, Chinese, and more on our examples page.

90+ languages make aantraa a universal, global platform.


Conclusion

The first version is live. We also offer APIs for business agencies and startup teams — reach out via contact if you're interested.

Links

Try the product and share your feedback — early signups get 1 free minute of AI translation credit.