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How to run a low-cost viewer latency lab with raspberry pi relays and cloud encoders to measure real-world delay Workflow Tools

How to run a low-cost viewer latency lab with raspberry pi relays and cloud encoders to measure real-world delay

I wanted a repeatable, low-cost way to measure real-world viewer latency across different streaming stacks, so I built a little lab that uses Raspberry Pi-controlled relays to simulate viewer interactions and cloud encoders to generate test streams....

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How to build an automated clip triage pipeline with whisper and ffmpeg that surfaces monetizable moments Workflow Tools

How to build an automated clip triage pipeline with whisper and ffmpeg that surfaces monetizable moments

I want to walk you through how I built a lean, automated clip triage pipeline that uses OpenAI Whisper for transcription and FFmpeg for media processing, so you can surface and monetize the moments that actually move your audience. This is the kind...

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How to build a repeatable sponsor delivery tracker using airtable and zapier that proves ROI in 30 days Workflow Tools

How to build a repeatable sponsor delivery tracker using airtable and zapier that proves ROI in 30 days

When I work with creators or small teams who rely on sponsorships, one of the most common problems I see is the same: messy delivery tracking. Contracts live in email threads, deliverables are checked off in spreadsheets that never match reality,...

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How to set up an automated caption quality check using whisper and ffmpeg to cut editor time by 70% Workflow Tools

How to set up an automated caption quality check using whisper and ffmpeg to cut editor time by 70%

I set out to cut my editor’s caption-cleanup time by 70% and ended up building a small, dependable pipeline that combines Whisper for automated transcription and ffmpeg for audio handling and segment stitching. The result is not perfect...

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Build a reproducible low-cost cloud relay with restream.io that preserves sub-second chat and donation sync Workflow Tools

Build a reproducible low-cost cloud relay with restream.io that preserves sub-second chat and donation sync

I recently needed a reproducible, low-cost way to relay a single live encode to multiple platforms while keeping chat and third‑party alerts (donations, cheers, tips) effectively in sync with sub‑second or near‑real‑time responsiveness....

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How to build a sub‑200 automated caption pipeline using whisper, ffmpeg and scheduled uploads Workflow Tools

How to build a sub‑200 automated caption pipeline using whisper, ffmpeg and scheduled uploads

I’m going to walk you through a practical, repeatable pipeline I use to generate captions for live-to-VOD content for less than $200 in ongoing costs. This is a lean, automated workflow that leans on ffmpeg for audio prep, a Whisper-based local...

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The exact restream.io routing test that predicts chat and donation consistency across platforms Workflow Tools

The exact restream.io routing test that predicts chat and donation consistency across platforms

I run a lot of multi-platform streams. Over the last five years I’ve built repeatable tests to answer one stubborn question: when you route a single RTMP stream through a service like restream.io, can you predict whether chat messages and donation...

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How to build a low-cost cloud relay with restream.io that preserves sub-second chat sync across platforms Workflow Tools

How to build a low-cost cloud relay with restream.io that preserves sub-second chat sync across platforms

I’ve been building and iterating on multi-platform streaming setups for years, and one recurring pain point I see among creators is chat latency and fragmentation. You can multistream to Twitch, YouTube and Facebook and have perfect video syncing,...

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How to auto-generate chaptered highlights from obs recordings so editors spend 90% less time on trims Workflow Tools

How to auto-generate chaptered highlights from obs recordings so editors spend 90% less time on trims

I used to spend hours scrubbing through hour-long OBS recordings to find the three or four segments worth keeping. Editors did the same, and we all agreed: this is not a good use of creative bandwidth. Over the last two years I built and iterated a...

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How to set up a sub-$200 live clipping rig using an old phone, OBS NDI and automated upload rules for instant shorts Workflow Tools

How to set up a sub-$200 live clipping rig using an old phone, OBS NDI and automated upload rules for instant shorts

I love squeezing new utility out of old gear. If you’ve got an old smartphone gathering dust and you want a cheap way to generate share-ready clips from your live streams, this guide walks through a practical sub-$200 rig that turns a phone into a...

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