🧪 Engineering

API Design for Async Media Processing Jobs

Job-queue states, webhooks vs. polling, and idempotent delivery for long-running media jobs.

How Video Codecs Actually Decide What to Compress

How video codecs decide which visual information to keep and discard: motion prediction, chroma subsampling, and perceptual masking explained.

Video Playback in the Browser: HLS, DASH, and Players

Plain video element, HLS, or DASH, and why playback fails.

CI/CD for Cross-Platform Media Tool Builds

Build, sign, and release across macOS, Windows, and Linux from one GitHub Actions workflow.

Cloud Storage for Video Editors: Compared by Cost and Speed

A practical comparison of cloud storage for video editors: upload/download speed for large files, cost per terabyte, and collaboration features.

Containerizing Media Processing Tools

Docker image size, volume handling, and GPU passthrough gotchas specific to FFmpeg-based tools.

FFmpeg Command Patterns Worth Knowing

The command shapes that cover most media work, and stream mapping.

Why Your Video Won't Play on Some Devices

Diagnosing video files that play on some devices but not others: checking codec, container format, and hardware decoding support.

The Future of AR Glasses as a Content Platform

Whether AR glasses become a genuine new content platform: the hardware constraints still unsolved, and what a realistic content format looks like.

The Future of Neural Video Codecs

AI-driven neural video compression's real efficiency gains over traditional codecs, and the realistic timeline for reaching mainstream use.

Handling Large File Uploads in Web Applications

Chunked, resumable uploads that survive a dropped connection without starting over.

Building Media Applications: A Developer Primer

Why media workloads break normal web architecture, and the patterns that fix it.

Migrating a Media Archive Without Losing Anything

Moving an archive with metadata intact, and proving nothing was lost.

Media Asset Management (MAM) Explained

Ingest, proxy workflows, metadata, and how organizations actually evaluate a MAM.

File Naming and Folder Structure That Survives

A naming convention people will actually follow.

Media Metadata Standards: EXIF, XMP, and Sidecars

Where metadata lives, which standards matter, and why it disappears.

Monitoring a Media Processing Pipeline

What to measure in a transcode pipeline, and what to alert on.

Storage Tiers and Archive Strategy for Media Teams

What lives on fast storage, what moves to cheap, and what survives.

Automated Testing for Media Applications

Fixture files, golden-output comparison, and handling non-deterministic encoders in CI.

Building a Thumbnail and Preview Pipeline

Generating poster frames, scrub previews, and proxies reliably.

CDN Architecture for Video at Scale

Origin shielding, edge caching, and multi-CDN failover explained.

Web Audio for Browser-Based Media Tools

Building real audio tools in the browser with the node graph.