Freelancers using CUDAFreelancers using CUDA
Computer Vision Engineer | Sports AI & Real-Time Video
New to Contra
Computer Vision Engineer | Sports AI & Real-Time Video
Founding AI Engineer, Agents, Automation, Cloud, Full-Stack
$1k+
Earned
9x
Hired
4.7
Rating
57
Followers
Founding AI Engineer, Agents, Automation, Cloud, Full-Stack
AI Automation & Full-Stack Product Developer
2x
Hired
5.0
Rating
16
Followers
AI Automation & Full-Stack Product Developer
AI Automation Engineer & Full-Stack Developer
New to Contra
AI Automation Engineer & Full-Stack Developer
Cover image for Why drop in a 3rd-party
Why drop in a 3rd-party package when you can engineer the engine? I had a standard Flutter YouTube package sitting right there. One dependency. Seven lines of boilerplate. I could have shipped it and gone to bed. Instead, I went down to the bare metal. I spent my nights engineering Aura Trinity—a sovereign media ingestion and compositing engine built directly from raw bitstreams. 4 languages. 3 layers. 0 external SDKs. 📊 The Numbers: • 16 concurrent live streams composited simultaneously without a single dropped frame • 512-stream architecture built for carrier-grade ingestion density • Hardware-accelerated pipeline: 100% transcode offload to the NVIDIA GPU via CUVID / NVENC ⚙️ The Technical Trinity: 🦀 Rust (The Network Core): High-throughput async I/O handling 512 concurrent TCP/UDP sockets with Tokio. Zero leaks, zero runtime overhead. ⚙️ C++ (The Bitstream Engine): Direct FFI interop walking raw H.264 NAL units and executing bitstream-level forensic watermarking directly in the DCT domain. 🌐 Node.js (The Edge Ingestion): A diskless proxy intercepting dynamic N-signatures through direct V8 memory piping to eliminate 403 Forbidden throttling at scale. Most packages give you a feature. Architecture gives you absolute control and leverage. I chose the architecture. 🎯 Currently exploring high-impact roles in Systems Architecture, Distributed Video Infrastructure, and Performance Engineering. 🔗 Deep-dive docs & architecture diagrams: • Framework: [Link] • Systems Architecture: [Link] (Links also pinned in the comments below) #SystemsEngineering #Rust #CPP #CUDA #FFmpeg #MediaStreaming #PerformanceEngineering #DistributedSystems #LowLevel
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41
Independent Creative Director/art
New to Contra
Independent Creative Director/art
Web applications developer and AI expert
Web applications developer and AI expert
Cover image for :Stop Filming. Start Generating. 🚀

Is
:Stop Filming. Start Generating. 🚀 Is your ROAS stuck in the gutter? In 2026, high-production video shoots are a liability. While you’re busy booking a studio, your competitors are using the "Infinite Salesman" Loop to 10x their returns without ever picking up a camera. In this video, I’m breaking down the Meta Pixel Hack and 2 data-driven secrets that top-tier growth agencies use to automate 7-figure performance. 🔗 READY TO SCALE? 👉 Book a 1-on-1 Strategy Call: https://trentjessee.com/ (https://trentjessee.com/)(Let’s look under the hood of your Meta Ads Manager together) 👉 Try the "URL to Ad" Feature: https://quickadvideo.com (https://quickadvideo.com)(Turn your website into a high-converting AI sales video in 10mins or less) 💡 ABOUT QUICKADVIDEO: We don't sell "videos"we sell Automated Performance. QuickAdVideo.com (http://QuickAdVideo.com) is the world’s first AI engine built on conversion psychology, designed to clone your best salesperson 1,000 times over. 00:00 How to 10X Your ROAS with AI Videos 00:11 Meet the Hosts 00:18 Step 1: Fix Your Meta Pixel First 00:27 Why Most Meta Ads Don’t Convert 01:06 Why Conversion API Matters 02:05 Boost Event Match Quality 02:45 Test Your Pixel Events 04:25 Hidden Meta Pixel Settings to Check 04:47 Protect Your Pixel Data 05:21 Turn On Automatic Matching 05:50 Meta Pixel Optimization Recap 06:10 Step 2: Make Ads That Convert 06:23 Know Exactly Who You’re Selling To 07:02 Hook Them in the First 3 Seconds 07:26 Create an Offer They Can’t Ignore 08:00 Real UGC Ad Example 08:49 QuickAdVideo Demo 09:31 Final CTA #MetaAds #ROAS #AISalesVideos #EcommerceMarketing #DigitalAdvertising #QuickAdVideo #MarketingAutomation2026
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57
Full Stack Developer | React.js | Node.js | MERN Stack | QA
New to Contra
Full Stack Developer | React.js | Node.js | MERN Stack | QA