{"podcast":{"title":"Tech Stories Tech Brief By HackerNoon","slug":"tech-stories-tech-brief-by-hackernoon-6365648","podcast_index_feed_id":6365648,"rss_url":"https://feeds.transistor.fm/tech-stories-tech-brief-by-hackernoon","website_url":"https://hackernoon.com/c/tech-stories","image_url":"https://img.transistorcdn.com/P-42oHG33sV1aPenbVg2DrwaV5AQtWp46GJ4Bp_EP-s/rs:fill:0:0:1/w:1400/h:1400/q:60/mb:500000/aHR0cHM6Ly9pbWct/dXBsb2FkLXByb2R1/Y3Rpb24udHJhbnNp/c3Rvci5mbS9zaG93/LzQxNDI5LzE2ODM1/ODM0NjQtYXJ0d29y/ay5qcGc.jpg","author":"HackerNoon","episode_count":100,"summary":"Learn the latest tech-stories updates in the tech world.","last_synced_at":"2026-07-30T06:17:37.489609+00:00","page_url":"https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648"},"episode":{"title":"The Machine That Doesn't Need a Cage","slug":"the-machine-that-doesn-t-need-a-cage","published_at":"2026-05-05T16:00:40+00:00","page_url":"https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648/the-machine-that-doesn-t-need-a-cage","show_page_url":"https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648","url":"https://share.transistor.fm/s/56e8754d","audio_url":"https://media.transistor.fm/56e8754d/c21f35c8.mp3","summary":"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.","meta_description":"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’…","key_points":[],"chapters":[],"topics":[],"duration_seconds":346,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/tech-stories-tech-brief-by-hackernoon-6365648/episodes/the-machine-that-doesn-t-need-a-cage/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/tech-stories-tech-brief-by-hackernoon-6365648/the-machine-that-doesn-t-need-a-cage.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}