{"podcast":{"title":"Engineering the Intelligent Enterprise","slug":"advances-and-innovations-in-actuation-systems-7727128","podcast_index_feed_id":7727128,"rss_url":"https://anchor.fm/s/101c20a2c/podcast/rss","website_url":"https://podcasters.spotify.com/pod/show/prasad-bhonde6","image_url":"https://d3t3ozftmdmh3i.cloudfront.net/staging/podcast_uploaded_nologo/43144611/43144611-1786731404090-02f8d831104d7.jpg","author":"PRASAD BHONDE","episode_count":238,"summary":"Industrial technology explained through practical engineering and business decisions. Hosted by Prasad Bhonde, this podcast examines AI agents, automation, cybersecurity, manufacturing systems, operational efficiency and emerging technologies. Each episode turns a complex technical development into clear lessons for engineers, technology leaders, founders and operations professionals. Follow the show for grounded analysis of how intelligent systems are designed, governed and applied in real organisations.","last_synced_at":"2026-09-25T16:17:19.736568+00:00","page_url":"https://stenobird.com/podcast/advances-and-innovations-in-actuation-systems-7727128"},"episode":{"title":"The Semantic Layer Deficit : Why Your Enterprise AI is Hallucinating?","slug":"the-semantic-layer-deficit-why-your-enterprise-ai-is-hallucinating","published_at":"2026-06-29T18:02:14+00:00","page_url":"https://stenobird.com/podcast/advances-and-innovations-in-actuation-systems-7727128/the-semantic-layer-deficit-why-your-enterprise-ai-is-hallucinating","show_page_url":"https://stenobird.com/podcast/advances-and-innovations-in-actuation-systems-7727128","url":"https://podcasters.spotify.com/pod/show/prasad-bhonde6/episodes/The-Semantic-Layer-Deficit--Why-Your-Enterprise-AI-is-Hallucinating-e3le3n2","audio_url":"https://anchor.fm/s/101c20a2c/podcast/play/122145954/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2026-5-29%2F54000517-320a-1a8c-37ff-26c51fbd6098.m4a","summary":"Boardrooms are rushing to approve generative AI budgets, but six months later, the proof-of-concept quietly dies. The inference costs spike relentlessly. Autonomous agents confidently execute tasks using contradictory internal logic. ------------------------------------------ In this episode, we isolate exactly why these high-profile deployments fail. The short answer: organisations are buying multi-million dollar models to read unstructured data. ------------------------------------------ We explore why the failure of enterprise AI is rarely algorithmic and almost entirely structural. When you deploy an advanced language model over a fractured data lake—where the marketing department and the finance department hold completely divergent definitions for a basic customer metric—the system breaks. The model lacks the human context to navigate workplace silos. It processes contradictions as facts, and the output becomes a liability rather than an asset. ------------------------------------------ We also draw a crucial parallel from hardware engineering in Bengaluru. Just as a perfectly coded electric vehicle can fail entirely because a tiny, substandard plastic lever in a door mechanism drains the battery, your enterprise AI will fail if your foundational data architecture is flawed. Solid firmware needs a solid foundation. You cannot fix structural data rot with a more expensive API call. ------------------------------------------ Key Takeaways from this Episode: Stop Buying Compute: Why allocating capital to larger parameter models will only scale your existing organizational chaos faster. The Taxonomy Crisis: How simple internal disagreements over terms like "qualified lead" or "customer retention" cause autonomous agents to break logic routing. The…","meta_description":"Boardrooms are rushing to approve generative AI budgets, but six months later, the proof-of-concept quietly dies. The inference costs spike relentlessly.…","key_points":[],"chapters":[],"topics":[],"duration_seconds":2322,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/advances-and-innovations-in-actuation-systems-7727128/episodes/the-semantic-layer-deficit-why-your-enterprise-ai-is-hallucinating/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/advances-and-innovations-in-actuation-systems-7727128/the-semantic-layer-deficit-why-your-enterprise-ai-is-hallucinating.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}