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AGI Dreams Podcast – July 10, 2026

When "Attack Succeeded" Isn't Enough

In this episode:

When "Attack Succeeded" Isn't Enough — A new paper proposes a seven-level severity scale for AI agent security evaluations, replacing misleading binary pass/fail metrics. Complementary stories cover Fable 5 jailbreaks, a Claude cross-session content leak, unpatched microcontroller overflows in FatFS, and a new on-device privacy filter for LLM traffic.

The Frontier Three-Body Problem — Meta ships Muse Spark 1.1 with agentic capabilities and a public model API, while the community anticipates GPT-5.6 SOL and debates whether…

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