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EpisodeWednesday, August 12, 2026 · 20 min
$episode№088·date2026-08-12·duration20 min·turns145

The Capability Cliff in AI-Driven Load Balancing

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The Capability Cliff in AI-Driven Load Balancing
14 sources · quality 4/5

A new benchmark finds a hard reliability cliff for AI models making live load-balancing decisions, plus a cross-lab flaw that let researchers steal other users' private AI reasoning, and a hydrogen company that might end up powering the data center built on its old headquarters.

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145 turns · ~16 min read
HOST A

Welcome to Amaze Networks for Wednesday, August twelfth.

HOST B

Can I jump in? Because there's a paper that dropped this week that answers a question I've been waiting for someone to actually test properly — how small can you make the AI model that's making live decisions on your network before it just stops working.

HOST A

That's a great place to start. Let's get into it.

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