{"podcast":{"title":"Data Science With Sam","slug":"data-science-with-sam-4345646","podcast_index_feed_id":4345646,"rss_url":"https://media.rss.com/data-science-with-sam/feed.xml","website_url":"https://datasciencewithsam-hub.replit.app/","image_url":"https://media.rss.com/data-science-with-sam/podcast_cover_20260727_001627_afba4f0b63c3e761e747d1e7aaa0930f.png","author":"Soumava Dey","episode_count":46,"summary":"This is an educational podcast focused on bringing academia and industry experts together in a common forum and initiate discussion geared towards data science, artificial intelligence, actuarial science and scientific research. DISCLAIMER: The views and opinions expressed in this podcast are solely those of the host(s) or guest(s) and do not necessarily reflect the policy or position of any organization. The podcast is intended to provide general educational information and entertainment purposes only. RSSVERIFY","last_synced_at":"2026-07-27T06:21:57.269474+00:00","page_url":"https://stenobird.com/podcast/data-science-with-sam-4345646"},"episode":{"title":"EP 40: Governance First: The Architecture Framework That Makes AI Auditable, Defensible, and 99% Cheaper","slug":"ep-40-governance-first-the-architecture-framework-that-makes-ai-auditable-defensible-and-99-cheaper","published_at":"2026-05-21T23:50:57+00:00","page_url":"https://stenobird.com/podcast/data-science-with-sam-4345646/ep-40-governance-first-the-architecture-framework-that-makes-ai-auditable-defensible-and-99-cheaper","show_page_url":"https://stenobird.com/podcast/data-science-with-sam-4345646","url":"https://rss.com/podcasts/data-science-with-sam/3006408","audio_url":"https://content.rss.com/episodes/395137/3006408/data-science-with-sam/2026_07_20_13_47_09_2b365fa5-bd8b-4e39-942a-8f7e362f69a3.mp3","summary":"Most AI governance is a policy document that nobody enforces. And in high-stakes environments - legal, healthcare, finance - that gap between policy and architecture is where disasters happen. In this episode, Dan Driver, founder of Driver AI Agency, walks through exactly how he built CaseReady Intake AI: a legal AI system with governance baked into every architectural decision, zero hallucination risk by design, prompt injection blocked at the pipeline, and a single architectural choice that cut per-call compute costs by over 99%. Dan is not a lawyer. Not a developer by trade. He's a 25-year problem-solver with a Six Sigma and ISO background from DuPont, who navigated the EEOC employment discrimination process twice without an attorney - and then built the tool he needed. This is a technical governance conversation grounded in lived experience. ▸ WHAT YOU'LL LEARN ▪ What 'governance in motion' actually means: Dan's 10-page charter that every architectural decision is audited against — and how a pre-launch UPL (unlicensed practice of law) audit delayed his release by two weeks, and why that was the right call ▪ Why governance can't just be a PDF: how banning AI without a governance framework only creates shadow IT and makes the risks invisible rather than eliminating them ▪ How deterministic controls eliminate hallucination risk: Python-based Boolean filters and regex on the front and back end of the LLM pipeline mean the AI is never left alone with a surface that can create legal exposure ▪ When NOT to use an LLM: date calculations, scope checks, and out-of-range warnings are all handled by deterministic Python — the LLM only handles what it's actually suited for ▪ Prompt injection defence in practice: the final stage of CaseReady's pipeline is an AI check that valida…","meta_description":"Most AI governance is a policy document that nobody enforces. And in high-stakes environments - legal, healthcare, finance - that gap between policy and a…","key_points":[],"chapters":[],"topics":[],"duration_seconds":1650,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/data-science-with-sam-4345646/episodes/ep-40-governance-first-the-architecture-framework-that-makes-ai-auditable-defensible-and-99-cheaper/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/data-science-with-sam-4345646/ep-40-governance-first-the-architecture-framework-that-makes-ai-auditable-defensible-and-99-cheaper.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}