Nathan Gathright

Now that the Pandora’s Box of “slop-forking” has been opened, I’m curious how it plays out the next time a startup shuts down. Will we still get the same chorus of “just open-source it!”?

Podcasting is an internet-born medium that never really grew up on the web. Most episodes have a canonical URL, but nobody sends listeners there. The browser isn't where podcasts happen. Your podcast app is. And that shaped everything about discovery.

None of this works if it requires podcasters to change what they’re already doing. You can’t convince everyone to adopt a new URL scheme or append special parameters. They link to what’s convenient. Every podcast reference, however it’s formatted, should be a potential in-app destination.

Podcasting is an internet-born medium that never really grew up on the web. Most episodes have a canonical URL, but nobody sends listeners there. The browser isn't where podcasts happen. Your podcast app is. And that shaped everything about discovery.

Podcast apps could fix this today. Crawl every link in show notes for RSS feeds and Schema‍.org podcast metadata — the same way RSS readers already detect feeds behind web pages. If a link points to a podcast, open it natively. Subscribe, preview, play. No browser redirect.

Podcasting is an internet-born medium that never really grew up on the web. Most episodes have a canonical URL, but nobody sends listeners there. The browser isn't where podcasts happen. Your podcast app is. And that shaped everything about discovery.

Apple is partway there. Timed Links in Apple Podcasts can detect when a host mentions another show and link right to it. But the links only go to Apple Podcasts pages. It's a closed-loop version of something that should be an open standard. It’s the behavior you’d want from every podcast app.

Podcasting is an internet-born medium that never really grew up on the web. Most episodes have a canonical URL, but nobody sends listeners there. The browser isn't where podcasts happen. Your podcast app is. And that shaped everything about discovery.

The simplest case: one show recommending another. The best a host can do is say "find it wherever you get your podcasts." The listener has to remember the name, open their app, search for it, find the right one, hit subscribe. That's a lot of steps to lose someone.

Podcasting is an internet-born medium that never really grew up on the web. Most episodes have a canonical URL, but nobody sends listeners there. The browser isn't where podcasts happen. Your podcast app is. And that shaped everything about discovery.

@marcoarment.bsky.social just announced on the Accidental Tech Podcast that Overcast is shipping podcast transcripts for every public podcast with more than one listener. No subscription required. The story of how he pulled it off is genuinely absurd.

What's next: transcript search, AI-generated chapters, topic summaries, LLM post-processing to fix transcription errors, and someday, phones may be fast enough to just do it all on-device during overnight charging. The Swift code already runs on both server and phone.

@marcoarment.bsky.social just announced on the Accidental Tech Podcast that Overcast is shipping podcast transcripts for every public podcast with more than one listener. No subscription required. The story of how he pulled it off is genuinely absurd.

The trickiest problem was dynamic ad insertion. Different listeners get different ads, so the audio doesn't match. The solution was audio signatures that fingerprint the non-ad content, then align the server transcript to whatever version your phone downloaded.

@marcoarment.bsky.social just announced on the Accidental Tech Podcast that Overcast is shipping podcast transcripts for every public podcast with more than one listener. No subscription required. The story of how he pulled it off is genuinely absurd.

At one point the queue wasn't keeping up despite 48 machines churning away. Turned out a bug was preventing completed jobs from being deleted, so they kept getting re-processed. Fixed the bug, queue dropped to zero in hours. He had way more capacity than he needed.

@marcoarment.bsky.social just announced on the Accidental Tech Podcast that Overcast is shipping podcast transcripts for every public podcast with more than one listener. No subscription required. The story of how he pulled it off is genuinely absurd.

By the time he'd accumulated 18, a full cabinet started to make economic sense. He signed a contract and had to face the challenges that come with the reality that most data centers simply don't want to deal with one guy renting three rack units.

@marcoarment.bsky.social just announced on the Accidental Tech Podcast that Overcast is shipping podcast transcripts for every public podcast with more than one listener. No subscription required. The story of how he pulled it off is genuinely absurd.

Last summer Apple released an on-device speech transcription API in the iOS 26 beta. It's the Siri dictation model, and it runs locally on Apple silicon. On a single M4 Mac Mini, it could transcribe audio at 200x real-time. 200 minutes of audio per 1 minute of wall clock time.

@marcoarment.bsky.social just announced on the Accidental Tech Podcast that Overcast is shipping podcast transcripts for every public podcast with more than one listener. No subscription required. The story of how he pulled it off is genuinely absurd.

Built a PC this weekend and mounted it underneath my sit/stand desk.

Now I just need to mount my Mac Studio on the other side. My first attempt at a 3D-printed solution was a failure. If you can help, please reach out.

Living in Chicago means you don’t need to follow sports for a home game to turn traffic or transit into chaos. So, I built a single-serving site that answers the question: Is there a home game today? homegame.today/cubs.