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Design YouTube — Video Upload, Transcoding & CDN Delivery at Scale (with Production.NET Code)
31+ min ago (420+ words) This is the condensed walkthrough; the full guide (estimates, API, data model, and the full production.NET 9 code) is on my site 👇 The two sides scale very differently: Storage and transcode compute dominate the write side; the CDN is not…...
Two Nodes Can Preserve Availability. They Can't Preserve N+1 Capacity.
29+ min ago (143+ words) Two-node edge deployment no longer means what it meant two years ago. Red Hat now has two... Tagged with virtualization, openshift, kubernetes, devops....
Agentic RAG 2026: When the AI Decides How It Searches
45+ min ago (274+ words) Production systems standardly use LangGraph as the orchestration framework for this, supplemented by LlamaIndex for the retrieval layer. LangGraph's checkpointing makes every step of the agentic loop traceable, pausable (for human approvals), and repeatable – an essential property for compliance and…...
1.8 Million APKs Later, We Should Talk About What "AI Agent" Actually Means in a Threat Model
38+ min ago (367+ words) Scanning APKs for hardcoded API keys and leaked credentials is not new. It's one of the oldest tricks in mobile appsec, and there are entire categories of tooling built around exactly this. Researchers and bug bounty hunters have been doing…...
Google Mechanize Deal: DeepMind Adds Tamay Besiroglu in Reported $1.5B-Plus Talent Move
31+ min ago (729+ words) Mechanize co-founder Tamay Besiroglu has joined Google DeepMind as a research scientist, while more than a dozen former employees have moved to Google. The AI coding startup itself continues to operate under new leadership. Google has completed a talent-focused deal…...
Why I built an ad-free Android video player to replace bloated alternatives
1+ hour, 1+ min ago (515+ words) Over the past few years, an annoying trend has taken over the Android ecosystem. Remember when media player apps were just lightweight tools you opened to watch a downloaded movie or an anime episode offline? Fast forward to today, and…...
Catching a Silent AWS Failure: A Serverless Daily Report for Suspended Auto Scaling Groups
57+ min ago (483+ words) How I built a zero-cost, zero-server monitoring alert with Lambda, EventBridge, and SES, and the two production bugs I hit along the way. Amazon EC2 Auto Scaling Groups (ASGs) have a feature that's incredibly useful during incidents and quietly dangerous afterward:…...
MC-IF Demonstrates Real-Time VVC Streaming on Mobile
11+ hour, 45+ min ago (238+ words) The Media Coding Industry Forum (MC-IF) is demonstrating a real-time mobile streaming workflow using Versatile Video Coding (VVC/H.266) at IBC 2026, showing how the emerging compression standard can support live video using software-based encoding and decoding on mobile devices. Presented in…...
AI Security Scanning Needs Evidence, Not Just More Agents
3+ hour, 38+ min ago (994+ words) Google’s Mantis caught my attention because it points to a problem most AI security demos quietly walk around: finding a vulnerability is not the same as proving one exists. That distinction matters. Security teams already live with noisy scanners, half-useful…...
Kimi K2.7 Code vs morph-dsv4flash - AI Model Comparison
11+ hour, 27+ min ago (16+ words) OpenCode Related comparisons. Other model pairs to check....