Stochastic Security: Pare It Down – Why Models Parrot, and How It Matters

Introducing Recursive Output Trust Attacks (ROTA), a novel class of LLM jailbreaks exploiting model self-trust.

July 1, 2025 · 10 min · Remington Winters

The Liminal Stack

We stand at the threshold of a new era, one where code running on distributed machines is programmed to think, work, and even create for us. A world in which a few dozen billionaires fund self-writing code to program robots—made in factories they own. We could be at the precipice of a utopia, an anti-capitalist nirvana—no longer beholden to the day’s labor equaling a day’s ration. This potential reality is a dream as old as the words of John the Revelator and Thomas Aquinas. Or perhaps we stand at the brink of destruction, blinded by hubris and shareholder greed. ...

June 15, 2025 · 2 min · Remington Winters