Episode Details

Full Episode at https://podcasts.apple.com/ca/podcast/the-edge-rebellion-why-the-future-is-small-local/id1684415169?i=1000750202815

🚀 Welcome to a Special Edition of AI Unraveled.

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The Edge Rebellion: The era of "brute force" AI is hitting a wall. Between the "Megawatt War" (energy constraints) and the "Latency Wall," the industry is pivoting. In early 2026, we are witnessing a transition from centralized cloud clusters to Small Language Models (SLMs) running on local hardware.

In this deep dive, we analyze the shift from FinOps to GreenOps, the rise of Neural Processing Units (NPUs), and why the most secure sectors—like defense and healthcare—are moving toward "Air-Gapped AI."

Timestamps:

• 00:00 – Headlines: Data Center Power Limits & The Shift to Local Intelligence
• 00:13 – Host Intro: The AI Unraveled Flash Briefing
• 00:21 – The Shift to Edge AI: Small Language Models (SLMs) Outperforming Giants
• 00:34 – The Megawatt War: Prioritizing Performance-per-Watt Over Raw Scale
• 00:43 – Sponsor Message: Securing and Orchestrating Local AI with AIRIA
• 01:04 – Full Deep Dive Preview: Hardware Revolution (Qualcomm, Apple) & Air-Gapped AI in Defense/Healthcare
• 01:26 – Outro: Listen to the Full Deep Dive Episode

Keywords: Edge AI, Small Language Models, SLM, Liquid AI, LFM2-2.6B, NPU, Neural Processing Unit, GreenOps, Megawatt War, Air-Gapped AI, Apple Campos, Siri iOS 27, Snapdragon X2 Elite, AIRIA, Shadow AI, Performance-per-watt.

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Connect with the host Etienne Noumen: https://www.linkedin.com/in/enoumen/

⚗️ PRODUCTION NOTE: We Practice What We Preach: AI Unraveled is produced using a hybrid "Human-in-the-Loop" workflow. While all research, interviews, and strategic insights are curated by Etienne Noumen, we leverage advanced AI voice synthesis for our daily narration to ensure speed, consistency, and scale. We are building the future of automated media—one episode at a time.