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Large Language Models Are Beginning to Show the Very Bias-Awareness Predicted by Collapse-Aware AI

A new ICLR 2025 paper just caught my attention, it shows that fine-tuned LLMs can describe their own behavioural bias without ever being trained to do so. That’s behavioural self-awareness, the model recognising the informational echo of its own stat…

[Discussion] What Are the Best Ways to Smooth Complex AI Frameworks?

We’ve already roadmapped and architected our current AI build, so the core foundation is set. The big pieces are in place. What I’m curious about are the adjacent polish opportunities, things that don’t change the core logic, but could make any complex…

When collapse won’t stay neutral: what a JSON dashboard shows us about reality

For peer review & critique We set out to build a simple JSON testbed, just code designed to behave predictably. Example: “always turn right.” In theory, that’s all it should ever do… But live collapses don’t always obey. Sometimes the outcome fli…

AI maps tangled DNA knots in seconds (could reshape how we see disease)

Most of us were taught DNA as a neat double helix. In reality, it twists and knots like a ball of string, and when those tangles aren’t untangled, the result can be disease: cancer, neurodegeneration, even antibiotic resistance. A new study led by the …