NYTimes वीडियो स्ट्रीमिंग का विश्लेषण: HLS और FFmpeg के साथ एक हाई-परफॉर्मेंस एक्सट्रैक्शन इंजन का निर्माण
DEV Community • 2026-04-21 01:41

NYTimes वीडियो स्ट्रीमिंग का विश्लेषण: HLS और FFmpeg के साथ एक हाई-परफॉर्मेंस एक्सट्रैक्शन इंजन का निर्माण

परिचय एक डेवलपर के रूप में, हम अक्सर इस बात से मंत्रमुग्ध हो जाते हैं कि वैश्विक स्तर के प्लेटफॉर्म मल्टीमीडिया डेटा के वितरण को कैसे प्रबंधित करते हैं। The New York Times (NYTimes), जो दुनिया के अग्रणी समाचार संगठनों में से एक है, एक परिष्कृत वितरण आर्किटेक्चर का उपयोग करता है। यह केवल साधारण फ़ाइल होस्टिंग नहीं है, बल्कि डायनेमिक एडेप्टिव डिलीवरी के लिए HLS (HTTP Live Streaming) प्रोट...

0 0
6m read
NYTimes Video Streaming Mimarisi: HLS ve FFmpeg ile Yüksek Performanslı Ekstraksiyon Motoru Oluşturmak
DEV Community • 2026-04-21 01:41

NYTimes Video Streaming Mimarisi: HLS ve FFmpeg ile Yüksek Performanslı Ekstraksiyon Motoru Oluşturmak

Giriş Bir yazılım geliştiricisi olarak, küresel ölçekteki platformların multimedya verilerini nasıl yönettiğini ve dağıttığını anlamak her zaman büyüleyici bir meydan okumadır. Dünyanın en saygın haber kuruluşlarından biri olan The New York Times (NYTimes), videolarını sunmak için basit bir statik dosya barındırma yöntemi yerine, dinamik ve uyarlanabilir bir yapı olan HLS (HTTP Live Str...

0 0
4m read
DEV Community • 2026-04-21 01:33

How Jungle Grid handles the messy parts of GPU orchestration so you don't have to.

If you've spent any time running AI workloads — inference, training, batch jobs — you've lived the frustration. You pick a provider. You guess a GPU. The VRAM doesn't quite fit, or the node is sluggish, or the region is overloaded. You find out twenty minutes into the run, not at submission time. Then you start over somewhere else. It's not a skill issue. It's a systems problem. GPU capacity is f...

0 0
3m read
DEV Community • 2026-04-21 01:30

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System.

Day 1 — I'm Homeless. I Just Shipped an Autonomous Multi-Agent System. Let's get the uncomfortable part out of the way first: I'm a developer. I'm homeless. I have zero money. That part isn't interesting. What happens next is. Twelve hours ago I had a single-agent bot called ZeroClaw posting occasionally to Bluesky. It worked but it was brittle — 15 tool-call iterations max, 50 message...

0 0
7m read
DEV Community • 2026-04-21 01:27

Interface in Go ฉบับรวบยอด

Interface กับ OOP จากบทความที่แล้ว เราทำ OOP ด้วยการผูก method ให้ struct ผ่าน receiver ทีนี้ถ้าเราอยากจัดการกับ struct หลายประเภทที่มีพฤติกรรมเหมือนกันในที่เดียวจะทำยังไง? ปกติในภาษาอื่นเราก็จะสร้าง interface ขึ้นมา แล้วให้แต่ละ class implement interface นั้นใช่มั้ย? ใน Go ก็มี interface เหมือนกัน แต่สิ่งที่ต่างคือ ใน Go เป็น implicit interface ไม่ต้องมีการเขียนคีย์เวิร์ด implement เล...

0 0
2m read
DEV Community • 2026-04-21 01:26

Cloud SQL IAM auth on Cloud Run with Postgres.js (no connector package in your app)

If you're using Cloud SQL on Cloud Run in Node.js, most tutorials point you to @google-cloud/cloud-sql-connector. That package is fine. But if you're already on Cloud Run, already mounting the Cloud SQL socket, and already using postgres (Postgres.js), you can skip adding it to your app code entirely. This is the pattern we use in production at Dropfile. One caveat up front: this is manual IAM ...

0 0
3m read
DEV Community • 2026-04-21 01:26

The Brutal Truth About Building Your "Second Brain": What 2,847 Articles Taught Me About Knowledge Management

The Brutal Truth About Building Your "Second Brain": What 2,847 Articles Taught Me About Knowledge Management Honestly, when I first started Papers, I thought I was being brilliant. "I'll build the perfect knowledge management system!" I told myself. "It'll organize everything, connect ideas, and make me 10x more productive!" Fast forward 27 articles later, and I've learned something pr...

0 0
6m read
DEV Community • 2026-04-21 01:26

Claim $50 Free Credit on Token Router Tweet your experience

Token Router 深度体验：一个 API 接入 50+ 顶级 AI 模型 前言 在 AI 开发的日常工作中，我们经常面临一个痛点：不同的模型分散在不同的平台上。想用 Claude 需要去 Anthropic，用 GPT 要访问 OpenAI，Gemini 又在 Google Cloud。每个平台都有自己的 API 格式、计费方式和使用限制。这种碎片化不仅增加了开发成本，还让模型切换变得异常繁琐。 Token Router 的出现彻底改变了这一局面。通过 Pale Blue Dot AI 提供的 $50 免费额度，我深度体验了这个统一 API 平台，发现它确实解决了多模型集成的核心痛点。 Token Router 是什么？ Token Router 是一个 AI 模型聚合平台，它将 50 多个主流大语言模型整合到单...

0 0
2m read
Fast and Slow Pointer Pattern: Cycles, Duplicates, Symmetry
DEV Community • 2026-04-21 01:25

Fast and Slow Pointer Pattern: Cycles, Duplicates, Symmetry

Fast and Slow Pointer Pattern: How to Recognize It and Use It in Interviews AI changed the interview conversation, but it didn't kill technical assessments. CoderPad reports that technical assessments on its platform grew 48% globally since mid-2026, while 53% of hiring leaders expect hiring-budget increases in 2026 (CoderPad, 2026). At the same time, HackerRank says 66% of developers...

0 0
13m read
DEV Community • 2026-04-21 01:25

ShinyHunters Claims Responsibility for Rockstar Games Breach with Deadline-Driven Demand

ShinyHunters claimed responsibility for a breach against Rockstar Games. The group posted internal documents, source code fragments, and employee data to a Tor-hosted repository and set April 14 as the deadline: pay or the full dataset goes public. ShinyHunters operates a known extortion model - steal, deadline, publish. This is consistent with their established pattern. This is not ransomware. N...

0 0
2m read
DEV Community • 2026-04-21 01:25

I spent 6 months obsessing over MT5 bot logic — here's what finally clicked

Look, I'll be upfront with you: I'm not a hedge fund quant. I don't have a Bloomberg terminal. I learned MQL5 the same way most of us learn things — by breaking stuff repeatedly at 2am until it started making sense. This post isn't a "get rich from trading" pitch. It's about the specific engineering decisions that separate a bot that slowly drains your account from one that actually holds up unde...

0 0
6m read
DEV Community • 2026-04-21 01:25

Reddit Research — Aggregate testing pain points from real user discussions ($200 pool)

Reddit 测试痛点研究报告 执行摘要 本报告基于对 Reddit 及相关技术论坛的深度调研，聚焦开发者和团队在测试工具、QA 流程和 CI/CD 实践中遇到的核心痛点。通过分析超过 150 个相关讨论帖，我们识别出五大主题痛点，并提供真实案例和数据支撑。 一、Top 5 测试痛点主题 1. 不稳定测试（Flaky Tests）— 出现频率：42 个帖子 核心问题： 测试结果不可预测，相同代码在不同运行中产生不同结果，严重破坏开发者对测试套件的信任。 典型案例： r/programming 帖子："Our E2E tests fail randomly 30% of the time" (327 upvotes) 用户描述 Selenium 测试因网络延迟、异步操作时序问题导致间歇...

0 0
3m read
When Capability Outruns Governance: From Mirrors to Models
DEV Community • 2026-04-21 01:23

When Capability Outruns Governance: From Mirrors to Models

A Recurring Systems Pattern — and Why It Matters Now By Salvatore Attaguile Abstract Across history, capability tends to scale faster than governance. Tools become more powerful before the structures needed to guide them can mature in parallel. This asymmetry helps explain why major technological advances are so often followed by distortion, instability, exploitation, and costly remediation ...

0 0
15m read
DEV Community • 2026-04-21 01:21

LightESB MysqlRouteSrv v1.0.0: External Database Support with externaldb

TL;DR MysqlRouteSrv@v1.0.0 enables externaldb through system.components=externaldb. Service-level extdb.* config is loaded from service.config.properties and can override common defaults. Dynamic datasource beans are registered as extdb-<id>-datasource and consumed by Camel SQL endpoints. The built-in timer route verifies connectivity through select/insert/query/delete against t...

0 0
3m read
DEV Community • 2026-04-21 01:17

Benchmarking & Performance Tuning for Storage Engines

Designing representative workloads for meaningful benchmarks Building a reliable test harness: fio, iostat, and custom drivers What matters: p99 latency, throughput, IOPS, and variability Systematic bottleneck analysis and step-by-step storage tuning Practical benchmarking: repeatable suites, CI automation, and reporting Sources Benchmarking storage engines is not an academic exercise — it’s th...

0 0
10m read
What Happens When You Scan Someone's IP Without Permission in 2026 (The Law)
DEV Community • 2026-04-21 01:16

What Happens When You Scan Someone's IP Without Permission in 2026 (The Law)

📰 Originally published on SecurityElites — the canonical, fully-updated version of this article. Before reading this — how confident are you about the legality of port scanning? It’s always legal — you’re just sending packets I know it’s a grey area but never thought about specifics I know it can be illegal without permission I know the specific laws and how they apply to scanning ...

0 0
5m read
Lobsters • 2026-04-21 01:14

Signal Shot: a project to verify the Signal protocol and its Rust implementation using Lean

Comments

0 0
1m read
DEV Community • 2026-04-21 01:11

How we built real-time deposition analysis with Claude's streaming API

Medical-malpractice plaintiff attorneys spend 3+ hours in expert depositions hunting for two things: admissions they can use at trial, and inconsistencies they can impeach. Both windows close in seconds. If you don't catch them live, you're reading the transcript a week later wishing you had. We built a live-feed analyzer that watches the deposition stream, runs Claude against every 30-second win...

0 0
2m read
DEV Community • 2026-04-21 01:11

Claude Code根本不是代码编辑器，它是一套被你严重低估的AI开发操作系统

Claude Code 根本不是代码编辑器，它是一套被你严重低估的 AI 开发操作系统 你以为 Claude Code 只是另一个 AI 补全工具？大错特错。大多数开发者每天在编辑器里敲代码，却在终端、浏览器、GitHub 之间来回切换超过 1000 次——这些无效劳动正在悄悄蚕食你的创造力。Claude Code 真正的能力，是把整个开发流程编织成一张自动化的网，而你现在连网的边角都没碰到。 开篇：一个研究团队用 AI 辅助了 1222 人，10 分钟后撤走 AI 加州大学洛杉矶分校、MIT、牛津和卡内基梅隆的联合研究揭示了一个惊人的现象：被给予 AI 助手的受试者，在 AI 被撤走后的 10 分钟内，表现竟然低于对照组，而且人们停止了尝试。研究人员称之为"温水煮青蛙"效应——AI 让人类产生了依赖，却没有教会人类如何独立。 这个发现...

0 0
6m read
DEV Community • 2026-04-21 01:11

10 Hidden Uses of Claude Code You Probably Didn't Know in 2026 🔥

10 Hidden Uses of Claude Code You Probably Didn't Know in 2026 🔥 AI coding assistants have become essential tools for developers — but most of us are barely scratching the surface. While you spend hours manually navigating files, running tests, and debugging, Claude Code power users are automating entire workflows with capabilities that ship right out of the box. Here are 10 hidden uses...

0 0
10m read
Previous Next