{"podcast":{"title":"The Data Exchange with Ben Lorica","slug":"the-data-exchange-with-ben-lorica","podcast_index_feed_id":1196000,"rss_url":"https://rss.buzzsprout.com/682433.rss","website_url":"https://thedataexchange.media/","image_url":"https://storage.buzzsprout.com/ljk0yj7r22pi61grsmelnsoa9084?.jpg","author":"Ben Lorica","episode_count":345,"summary":"A series of informal conversations with thought leaders, researchers, practitioners, and writers on a wide range of topics in technology, science, and of course big data, data science, artificial intelligence, and related applications. Anchored by Ben Lorica (@BigData), the Data Exchange also features a roundup of the most important stories from the worlds of data, machine learning and AI. Detailed show notes for each episode can be found on https://thedataexchange.media/ The Data Exchange podcast is a production of Gradient Flow [https://gradientflow.com/].","last_synced_at":null,"page_url":"https://stenobird.com/podcast/the-data-exchange-with-ben-lorica"},"episode":{"title":"The Developer’s Guide to LLM Security","slug":"the-developer-s-guide-to-llm-security","published_at":"2025-12-18T12:00:00+00:00","page_url":"https://stenobird.com/podcast/the-data-exchange-with-ben-lorica/the-developer-s-guide-to-llm-security","show_page_url":"https://stenobird.com/podcast/the-data-exchange-with-ben-lorica","url":"https://dts.podtrac.com/redirect.mp3/www.buzzsprout.com/682433/episodes/18332191-the-developer-s-guide-to-llm-security.mp3","audio_url":"https://dts.podtrac.com/redirect.mp3/www.buzzsprout.com/682433/episodes/18332191-the-developer-s-guide-to-llm-security.mp3","summary":"Securing Large Language Models requires a fundamental shift from traditional software security to managing probabilistic risks. Steve Wilson explains how to navigate new vulnerabilities like prompt injection and complex AI supply chains.","meta_description":"Learn the practical realities of LLM and agentic AI security, from prompt injection to supply chain risks, with Steve Wilson of the OWASP GenAI Security P…","key_points":["Main idea: LLM security is distinct from traditional software security because models are probabilistic 'pleasers' rather than deterministic systems","Failure mode: The AI supply chain is significantly more complex than traditional software, involving unverified model weights and massive datasets","Practical takeaway: Use RAG (Retrieval-Augmented Generation) effectively to ground models and reduce the security risks associated with hallucinations","Main idea: Prompt injection remains a top-tier threat where malicious instructions can hijack model behavior","Practical takeaway: Integrate security tools directly into the development workflow ('shifting left') rather than treating security as an afterthought"],"chapters":[{"start_ms":60000,"title":"The Shift in AI Security","summary":"Why LLM and agentic AI security differs fundamentally from traditional software security paradigms."},{"start_ms":250000,"title":"The AI Supply Chain Risk","summary":"Exploring the dangers of unverified libraries, model weights, and training data provenance."},{"start_ms":600000,"title":"Top LLM Vulnerabilities","summary":"A breakdown of the OWASP top threats, including prompt injection and sensitive data disclosure."},{"start_ms":1300000,"title":"The Nature of Hallucination","summary":"Understanding why LLMs hallucinate and how to treat these errors as potential security traps."},{"start_ms":1820000,"title":"Building Security into the Stack","summary":"The importance of automated security tools and the evolution of the OWASP GenAI Security Project."}],"topics":["LLM Security","Prompt Injection","AI Supply Chain","OWASP GenAI","Agentic AI","Machine Learning Security","RAG","Cybersecurity"],"duration_seconds":2412,"processing_state":"processed","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/the-data-exchange-with-ben-lorica/episodes/the-developer-s-guide-to-llm-security/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/the-data-exchange-with-ben-lorica/the-developer-s-guide-to-llm-security.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}