The blog

Guides, breakdowns, and real talk about turning streams and podcasts into content.

2026-05-01

I Processed 80 VODs in a Week. My GPU Hated Me.

Real performance data from running an automated Twitch VOD processing pipeline at scale. 92 VODs tracked, GPU at 96% VRAM, and a hardcoded $80 budget limit that froze everything for 5 days.

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From 'Go Live' to 12 reviewed YouTube videos in 3 hours. A step-by-step timeline of the full pipeline. Runs on a $6/mo VPS and a home server.

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Real cost comparison: freelance editors vs AI clip tools vs a full pipeline. The numbers, the hidden costs, and the time nobody accounts for.

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Real data from processing a GTA RP streamer's content. 89% approval on character-driven stories. 0% on OOC chat. What works, what doesn't, and why character names beat generic tags.

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2026-03-31

How to Turn Twitch VODs into YouTube Videos (Every Approach, Compared)

Your VODs are dying. Twitch auto-deletes them, nobody watches replays, and you just spent 8 hours making content that disappears. Here's every way to fix that — from manual editing to full automation — with honest cost and quality comparisons.

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2026-04-01

Twitch VOD Editor Comparison 2026: Manual vs AI vs Full Automation

Side-by-side comparison of every VOD editing option: freelance editors, Eklipse, StreamLadder, FrostyTools, NexusClips, Opus Clip, SendShort, Vizard, and Reruns. Real pricing, honest pros and cons, and a guide to picking the right one.

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2026-04-03

Why Every Streamer Needs a Second YouTube Channel

Your main channel is for polished content. Your second channel is the machine that feeds it. Here's why the two-channel strategy works and how to automate the hard part.

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2026-04-05

DMCA muting is destroying your VOD content

Twitch auto-mutes VOD sections with copyrighted music. When you repurpose for YouTube, those sections are dead silence. Every workaround is bad. Here's the actual fix.

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2026-04-07

Our AI killed 34 videos it made. Here's why that's good.

A 7-agent review panel scores every video before it touches your channel. 23% get killed. One was titled after a dramatic event that never happened — the actual content was casual stream chat.

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2026-04-08

What $52 in API costs actually produces

$52.48 across 26,773 API calls. 2,062 videos. $0.025 per video. Where every cent goes, what runs for free on local GPU, and why a freelancer costs 2,000x more per video.

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2026-04-09

Rockstar Editor Crashes on FiveM? Here's What Actually Works for RP Cinematic Content

R* Editor can't handle custom FiveM assets — EUP, addon vehicles, encrypted MLOs. Here's why it crashes, what doesn't fix it, and the cinematic camera workflow that actually produces cinematic RP content.

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