Latest Research
In-depth analysis of critical AI challenges and pathways forward.
Featured Research • 2026
Prompt Injection and the Myth of Machine Gumption
TL;DR: Prompt...
Prompt Injection and the Myth of Machine Gumption TL;DR: Prompt injection keeps working because an LLM doesn’t have enforceable loyalty to its instructions; language is data and control at once, and no filter can…
Read Full PostFeatured Research • 2026
Transformer Prowess and Sycophancy Are Not Evidence of...
Transformer Prowess and Sycophancy Are Not Evidence of Consciousness TL;DR: A model’s eager agreement is better explained as a low-cost transformer behavior amplified by training than as a sign of understanding or…
Read Full PostFeatured Research • 2026
The Gnomic Failure Mode Behind Mode Collapse
TL;DR: Generative...
The Gnomic Failure Mode Behind Mode Collapse TL;DR: Generative models don’t fail only by producing bad samples; they fail more dangerously when they produce convincing ones while abandoning parts of the data…
Read Full Post