AGI Dreams Podcast – August 17, 2026

AGI Dreams – Open, Uncensored, & Local - AI News Digest · Aug 17, 2026 · 18m · transcript

Red-Team AI You Can Actually Own

In this episode:

Red-Team AI You Can Actually Own — Local red-team benchmarks on NVIDIA DGX Spark hardware show that sparse mixture-of-experts models vastly outperform dense models under memory-bandwidth constraints, while abliterated models deliver fluent but dangerously inaccurate offensive output. A new cost-aware evaluation framework finds offense scales with spend but defense rewards disciplined tool use.

Is Security Actually Cooked? — Jason Haddix argues AI automates the middle of the security research pipeline but every novel bug class still…