# The Machine That Doesn't Need a Cage Page: https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648/the-machine-that-doesn-t-need-a-cage Text version: https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648/the-machine-that-doesn-t-need-a-cage.md Podcast: [Tech Stories Tech Brief By HackerNoon](https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648) Published: 2026-05-05T16:00:40+00:00 Episode link: https://share.transistor.fm/s/56e8754d Audio file: https://media.transistor.fm/56e8754d/c21f35c8.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/tech-stories-tech-brief-by-hackernoon-6365648/episodes/the-machine-that-doesn-t-need-a-cage Duration seconds: 346 ## Resource This story was originally published on HackerNoon at: https://hackernoon.com/the-machine-that-doesnt-need-a-cage . A new AI model challenges the industry’s approach to safety—by removing the need for guardrails entirely through built-in ethical reasoning. Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories . You can also check exclusive content about #angelic-intelligence-ai , #ai-safety-vs-alignment-debate , #multi-agent-ai , #ethical-ai-architecture , #next-generation-ai-alignment , #guardrails-model-design , #ai-regulation , #good-company , and more. This story was written by: @sanya_kapoor . Learn more about this writer by checking @sanya_kapoor's about page, and for more stories, please visit hackernoon.com . Most AI systems rely on safety layers to control harmful behavior after training. Shekhar Natarajan argues that approach is flawed. His company, Orchestro.AI, built “Angelic Intelligence,” a system designed to prevent harmful outcomes at the architectural level using multi-agent consensus. As regulation tightens, this approach could redefine how AI safety is built—and enforced. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/tech-stories-tech-brief-by-hackernoon-6365648/episodes/the-machine-that-doesn-t-need-a-cage/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648/the-machine-that-doesn-t-need-a-cage.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.