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The Fastest Way to Learn Is to Ship Something

You can read about a thing forever and still not know it. Courses. Videos. Bookmarked articles you swear you'll get to. That's not learning yet. That's shopping for learning. The real thing starts the moment you build something small, real, and slightly beyond you. Because a project asks the questions a tutorial never will. It breaks in ways no video warned you about. It forces the concept out of…

We haven't written up this one. Dev.to has the full story — the link below goes straight to it.

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How Much Transcoding Headroom Does a Plex Server Really Need? Quick Sync vs NVENC vs CPU for 4K HDR

Size your Plex server for the streams that actually transcode, not for the number of people you host. A single Intel CPU with a recent Quick Sync engine, paired with a Plex Pass subscription so…

  • Intel CPU with Quick Sync handles most small client rosters
  • Mixed client hardware requires CPU with Quick Sync and hardware transcoding
  • Archive-heavy shop benefits from GPU tone mapping from day one

From IT Technician to Cloud & DevOps: My Journey Has Just Begun

From IT Technician to Cloud & DevOps: My Journey Has Just Begun Hi DEV Community! This is my very first post here, even though I've been part of this community for over a year (yes, I just unlocked…

  • One-year-old DEV Community member shares journey from IT Technician to Cloud & DevOps.
  • Currently studying BCA while working as IT Technician for 1.5 years.
  • Aims to become proficient in AWS and transition to Cloud/DevOps role.

How to Push Back on an Unrealistic Deadline Without Damaging the Relationship

Every engineer eventually sits across from a stakeholder who says "we need this in three weeks" about something that genuinely needs six.

  • Explain why proposed deadline is unrealistic, break down tasks needed
  • Offer alternatives that meet business objectives while adjusting scope
  • Separate estimate from person, frame complexities, not personal availability

Why "Humanize My Writing" Tools Don't Work

In December 2024, Florida State University linguists Tom Juzek and Zina Ward set out to answer a question that had turned into a running joke among people who read a lot of AI output: why does ChatGPT…

Tired of Subscriptions, So I Built My Own Server

Another month, another stack of bills for a music app, a movie app, cloud storage — all for things I could technically host myself. So I did.

  • Founder built home server to avoid subscription fees
  • Server runs Debian 13, hosts Jellyfin, Navidrome, Samba, and more
  • AI agent manages server in plain language

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