# From 120 Hours to 2: The Hybrid Validation Shift Behind Faster, Safer Releases Page: https://stenobird.com/podcast/futurism-tech-brief-by-hackernoon-6365656/from-120-hours-to-2-the-hybrid-validation-shift-behind-faster-safer-releases Text version: https://stenobird.com/podcast/futurism-tech-brief-by-hackernoon-6365656/from-120-hours-to-2-the-hybrid-validation-shift-behind-faster-safer-releases.md Podcast: [Futurism Tech Brief By HackerNoon](https://stenobird.com/podcast/futurism-tech-brief-by-hackernoon-6365656) Published: 2026-02-07T16:00:35+00:00 Episode link: https://share.transistor.fm/s/d49a6544 Audio file: https://media.transistor.fm/d49a6544/3f68c214.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/futurism-tech-brief-by-hackernoon-6365656/episodes/from-120-hours-to-2-the-hybrid-validation-shift-behind-faster-safer-releases Duration seconds: 474 ## Resource This story was originally published on HackerNoon at: https://hackernoon.com/from-120-hours-to-2-the-hybrid-validation-shift-behind-faster-safer-releases . A biographical look at how Kostiantyn Shkliar's career moved from setting up automation processes to building validation systems that stay stable as orgs scale Check more stories related to futurism at: https://hackernoon.com/c/futurism . You can also check exclusive content about #automation , #validation , #financial-services , #kostiantyn-shkliar , #validation-systems , #ai , #qa-automation , #good-company , and more. This story was written by: @nicafurs . Learn more about this writer by checking @nicafurs's about page, and for more stories, please visit hackernoon.com . A biographical look at how Kostiantyn Shkliar's career moved from setting up automation processes in large organizations to building validation systems that stay stable as Salesforce environments scale. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/futurism-tech-brief-by-hackernoon-6365656/episodes/from-120-hours-to-2-the-hybrid-validation-shift-behind-faster-safer-releases/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/futurism-tech-brief-by-hackernoon-6365656/from-120-hours-to-2-the-hybrid-validation-shift-behind-faster-safer-releases.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.