Latest Research
In-depth analysis of critical AI challenges and pathways forward.
Featured Research • 2026
Prompt Injection Is the LLM Boundary Failure We Keep Calling a...
Prompt Injection Is the LLM Boundary Failure We Keep Calling a User Problem TL;DR: Prompt injection persists because LLM agents collapse control text and untrusted content into one token stream, then people get blamed…
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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…
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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…
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