{"href":"http://player.captivate.fm/services/oembed?url=http%3A%2F%2Fplayer.captivate.fm%2Fepisode%2F89694f95-82e6-4e87-8fea-4174b00b0668","version":"1.0","provider_name":"Captivate.FM","provider_url":"https://www.captivate.fm","width":600,"height":200,"type":"rich","html":"","title":"Can Edge AI Make Privacy Real Without Killing Speed or Cost? With Sebastien Fenelon","description":"On AIBiz, host Sayan digs into privacy-first AI with Sebastien Fenelon, founder of InthraOS and Eclos.io. We unpack why processing data on-device changes the game for security, latency and cost. We get real about prompt injection risks, PII leakage, GPU and electricity constraints, and how to architect edge systems that actually scale. We also track Sebastien\u2019s journey from Haiti to New York. He shares a purpose-driven playbook for shipping enterprise-grade AI that lives closer to the data, runs in VPC or on-prem, and keeps humans at the center. This is a pragmatic roadmap for founders, product leaders and engineers building trustworthy AI in 2025.\nAbout the guest\u00a0\u00a0:\nSebastien Fenelon is a full-stack engineer and systems architect. He leads InthraOS and Eclos.io, where he designs privacy-first AI that runs at the edge across devices and enterprise environments. His work focuses on eliminating sensitive data exposure while delivering fast, reliable inference.\nKey takeaways:\u00a0\u00a0\n\n\nEdge > Cloud for sensitive data. Bring intelligence to the data on devices and enterprise VPC or on-prem. Reduce exposure of PII and cut latency.\n\n\nPrompt-injection is not theoretical. Treat every external call as hostile input and design guardrails at the infrastructure layer.\n\n\nTokenize and sanitize PII before inference. Send only obfuscated placeholders to models. Rehydrate outputs for the end user post-inference.\n\n\nPrivacy architecture is a product requirement. Build SDKs and funnels that detect, mask and evaluate sensitive fields by default.\n\n\nCost isn\u2019t just tokens. Budget for GPUs, power and thermal limits when deploying on device. Optimize model choice per hardware profile.\n\n\nShip per-device model fits. Smaller tailored models beat one giant model everywhere. Hallucination control and evals must be local too.\n\n\nExecution beats ideas. Resilience, rapid testing and tight team comms turn bold concepts into scalable platforms.\n\n\nLead with purpose. Products built from mission earn trust and adoption without hard sell.\n\n\nConnect with the guest\u00a0\u00a0:\n\n\nWebsite. https://inthraos.com/sebastien_fenelon\n\n\nLinkedIn. https://www.linkedin.com/in/sebastien-fenelon-b83171254/\n\n\nSocial. Instagram\u00a0\n\n\n\u00a0\nWant to be a guest on Healthy Mind, Healthy Life? DM on PM - Send me a message on PodMatch\n\n\nDM Me Here: https://www.podmatch.com/hostdetailpreview/avik\n\n\nDisclaimer: This video is for educational and informational purposes only. The views expressed are the personal opinions of the guest and do not reflect the views of the host or Healthy Mind By Avik\u2122\ufe0f. We do not intend to harm, defame, or discredit any person, organization, brand, product, country, or profession mentioned. All third-party media used remain the property of their respective owners and are used under fair use for informational purposes. By watching, you acknowledge and accept this disclaimer.\u00a0\u00a0\nHealthy Mind By Avik\u2122\ufe0f is a global platform redefining mental health as a necessity, not a luxury. Born during the pandemic, it\u2019s become a sanctuary for healing, growth, and mindful living. Hosted by Avik Chakraborty\u2014storyteller, survivor, wellness advocate\u2014this channel shares powerful podcasts and soul-nurturing conversations on:\n\u2022 Mental Health & Emotional Well-being\u2022 Mindfulness & Spiritual Growth\u2022 Holistic Healing & Conscious Living\u2022 Trauma Recovery & Self-Empowerment\nWith over 4,400+ episodes and 168.4K+ global listeners, join us as we unite voices, break stigma, and build a world where every story matters.\n\ud83d\udc49 Subscribe and be part of this healing journey.\nContact\n\ud83d\udcbc Brand: Healthy Mind By Avik\u2122\ud83d\udce7 Email: join@healthymindbyavik.com | podcast@healthymindbyavik.com\ud83c\udf10 Website: www.healthymindbyavik.com\ud83d\udccd Based in: India & USA\n\ud83c\udf99\ufe0f Open to collaborations, guest appearances, coaching, and strategic partnerships. Let's connect to create a ripple effect of positivity.\nCHECK PODCAST SHOWS & BE A GUEST:\n\ud83c\udfa7 Listen our 17 Podcast Shows Here: https://www.podbean.com/podcast-network/healthym","thumbnail_width":300,"thumbnail_height":300,"thumbnail_url":"https://artwork.captivate.fm/cfa1318a-87ca-47b9-8261-9910260da96c/untitled-design-5-a2swm.jpg"}