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’s 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 e...
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’s 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.
About the guest :
Sebastien 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.
Key takeaways:
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Edge > Cloud for sensitive data. Bring intelligence to the data on devices and enterprise VPC or on-prem. Reduce exposure of PII and cut latency.
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Prompt-injection is not theoretical. Treat every external call as hostile input and design guardrails at the infrastructure layer.
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Tokenize and sanitize PII before inference. Send only obfuscated placeholders to models. Rehydrate outputs for the end user post-inference.
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Privacy architecture is a product requirement. Build SDKs and funnels that detect, mask and evaluate sensitive fields by default.
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Cost isn’t just tokens. Budget for GPUs, power and thermal limits when deploying on device. Optimize model choice per hardware profile.
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Ship per-device model fits. Smaller tailored models beat one giant model everywhere. Hallucination control and evals must be local too.
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Execution beats ideas. Resilience, rapid testing and tight team comms turn bold concepts into scalable platforms.
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Lead with purpose. Products built from mission earn trust and adoption without hard sell.
Connect with the guest :
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Disclaimer: 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™️. 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.
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