““Overall, our empirical observations strongly indicate that TTT-E2E should produce the same trend as full attention for scaling with training compute in large-budget production runs.””

““will they ever loosen the guardrails on chatgpt? it seems like it’s constantly picking a moral high ground which i guess isn’t the worst thing, but i’d like something that doesn’t seem so scared to talk and doesn’t treat its users like lost children who don’t know what they are asking for.””

“The article focuses on implementing an agentic AI pattern using LangGraph that treats reasoning and action as a transactional workflow rather than a single-shot decision.”

“The paper shows that the Pontryagin index emerges as an integer infrared winding, such that the resulting holonomy phase is quantized by Q∈Z and reproduces the standard weight e^{iθQ}.”

“The paper's core finding is the development of a model that maps upstream turbulence statistics to shock corrugation properties, offering a practical way to understand the observed shock structures.”

“Particles are created on the light cone and remain causally connected, with their apparent simultaneity being illusory.”

“LLMRouter is an open source routing library from the U Lab at the University of Illinois Urbana Champaign that treats model selection as a first class system problem. It sits between applications and a pool of LLMs and chooses a model for each query based on task complexity, quality targets, and cost, all exposed through […]”

“The paper formalizes commitment as inference under a mixture of reverse- and forward-Kullback-Leibler (KL) objectives.”

“ASG-SI reframes agentic self-improvement as accumulation of verifiable, reusable capabilities, offering a practical path toward reproducible evaluation and operational governance of self-improving AI agents.”

“The RL driven approach dynamically guides the student to explore multiple denoising paths, allowing it to take longer, optimized steps toward high-probability regions of the data distribution, rather than relying on incremental refinements.”

“MCE treats agent workflows as computational contexts where cross-cutting concerns, such as state propagation, short-circuiting error handling, and asynchronous execution, are managed intrinsically by the algebraic properties of the abstraction.”

“We present a practical framework, \emph{Inverted Causality Focusing Algorithm} (ICFA), that treats search as a target-conditioned reweighting process.”