# Episode 5: Do we really Shift Left

Page: https://stenobird.com/podcast/quality-over-coffee-7770711/episode-5-do-we-really-shift-left
Text version: https://stenobird.com/podcast/quality-over-coffee-7770711/episode-5-do-we-really-shift-left.md
Podcast: [Quality over Coffee](https://stenobird.com/podcast/quality-over-coffee-7770711)
Published: 2026-05-09T04:17:57+00:00
Episode link: https://api.riverside.com/hosting-analytics/media/f8a70ece073e71c0cc1cc9285db80c47f5c80909b5a7f3226207a9cdc0ddec24/eyJlcGlzb2RlSWQiOiJkZGYwNGRlMy0wYjFiLTRjYTYtYTBlOC00ZTgyN2EzOWIyYWIiLCJwb2RjYXN0SWQiOiIxNzZkMGQwZi1hZjE2LTQwMzQtOTUzOC1mMDEwMWJhYmZkZTkiLCJhY2NvdW50SWQiOiI2OGY4YWU1NTY0ZTFkNGFhYzQzMDc4M2UiLCJwYXRoIjoibWVkaWEvY2xpcHMvNjlmZWFlOTcwNTlkZjQ1ZjhhMzBhZjUwL3BldGVycy1zdHVkaW8tRGV5MkUtY29tcG9zZXItMjAyNi01LTlfXzUtNDgtMzkubXAzIn0=.mp3
Audio file: https://api.riverside.com/hosting-analytics/media/f8a70ece073e71c0cc1cc9285db80c47f5c80909b5a7f3226207a9cdc0ddec24/eyJlcGlzb2RlSWQiOiJkZGYwNGRlMy0wYjFiLTRjYTYtYTBlOC00ZTgyN2EzOWIyYWIiLCJwb2RjYXN0SWQiOiIxNzZkMGQwZi1hZjE2LTQwMzQtOTUzOC1mMDEwMWJhYmZkZTkiLCJhY2NvdW50SWQiOiI2OGY4YWU1NTY0ZTFkNGFhYzQzMDc4M2UiLCJwYXRoIjoibWVkaWEvY2xpcHMvNjlmZWFlOTcwNTlkZjQ1ZjhhMzBhZjUwL3BldGVycy1zdHVkaW8tRGV5MkUtY29tcG9zZXItMjAyNi01LTlfXzUtNDgtMzkubXAzIn0=.mp3
Processing state: not_requested
JSON: https://stenobird.com/v1/public/podcasts/quality-over-coffee-7770711/episodes/episode-5-do-we-really-shift-left
Duration seconds: 1708

## Resource

Geoff and Peter are back to talk Shift Left and how it has been and gone and come back again. Peter challenges what it really is and we talk about some of our experiences in implementing it

## Actions

- request_transcript: `POST https://stenobird.com/v1/public/podcasts/quality-over-coffee-7770711/episodes/episode-5-do-we-really-shift-left/transcription-requests` — Idempotently request low-priority transcript generation for this episode.
- read_markdown: `GET https://stenobird.com/podcast/quality-over-coffee-7770711/episode-5-do-we-really-shift-left.md` — Read the agent-friendly Markdown representation of this episode resource.

A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed.

## Transcript

Full transcripts are not published on public pages unless there is a clear rights basis.