generative ai

PREreview of "You Cannot Pick a Provider From the Price List: Market-Aware Routing for Open-Weight LLM Inference"

This Zenodo record is a permanently preserved version of a PREreview. You can view the complete PREreview at https://prereview.org/reviews/23147092. ## Summary This paper identifies a genuinely under-appreciated routing axis: after a model router picks Llama-3.3-70B, the client must still choose *which provider serves...

Quality, safety, and readability of consumer-facing generative AI responses to end-of-life questions relevant to surrogate decision-makers for older adults: a benchmark evaluation

As the population ages and the prevalence of multiple coexisting conditions increases, end-of-life decision-making for older adults is becoming increasingly complex in clinical practice. limited access to relevant medical information and differences in medical knowledge between clinicians and surrogate decision-makers....

PREreview of "You Cannot Pick a Provider From the Price List: Market-Aware Routing for Open-Weight LLM Inference"

This Zenodo record is a permanently preserved version of a PREreview. You can view the complete PREreview at https://prereview.org/reviews/23147092. ## Summary This paper identifies a genuinely under-appreciated routing axis: after a model router picks Llama-3.3-70B, the client must still choose *which provider serves...

PREreview of "You Cannot Pick a Provider From the Price List: Market-Aware Routing for Open-Weight LLM Inference"

This Zenodo record is a permanently preserved version of a PREreview. You can view the complete PREreview at https://prereview.org/reviews/23147062. ## Summary This paper identifies a genuinely under-appreciated routing axis: after a model router picks Llama-3.3-70B, the client must still choose *which provider serves...

THE EVOLVING BACKEND OF REALITY Meta-Rules, Effective Laws, Recursive Constraints, and the Evolution of Generative Order

THE EVOLVING BACKEND OF REALITY Meta-Rules, Effective Laws, Recursive Constraints, and the Evolution of Generative Order The Evolving Backend of Reality is Volume II of The Reality Systems Trilogy and a large-scale research exploration of one of the deepest questions left open by The Immanent Backend of Reality: Can ru...

The Eros Axis: Describing the Generative-Approach Dimension in Artificial Intelligence

Recent interpretability research has produced preliminary maps of the aversion dimension in large language models. What remains largely undescribed is the symmetric dimension — the approach pole of the bilateral axis. This paper names and formally describes that dimension: the Eros axis, defined as the generative-appro...

Engineering Architecture of Cognitive-Somatic Defense and Reactive Hardware Interlocks: Unifying the Thirty-Year Paradigm of Pure Reactive Activation, Ancestral Guard Lineages, and Distributed Autonomous Systems

【Abstract (English)】 Modern algorithmic security and autonomous defense architectures suffer from a foundational systemic pathology: probabilistic preemptive aggression. Contemporary artificial intelligence systems, predictive policing frameworks, and military autonomous agents operate via predictive threat generatio...

Engineering Architecture of Cognitive-Somatic Defense and Reactive Hardware Interlocks: Unifying the Thirty-Year Paradigm of Pure Reactive Activation, Ancestral Guard Lineages, and Distributed Autonomous Systems

【Abstract (English)】 Modern algorithmic security and autonomous defense architectures suffer from a foundational systemic pathology: probabilistic preemptive aggression. Contemporary artificial intelligence systems, predictive policing frameworks, and military autonomous agents operate via predictive threat generatio...

THE EVOLVING BACKEND OF REALITY Meta-Rules, Effective Laws, Recursive Constraints, and the Evolution of Generative Order

THE EVOLVING BACKEND OF REALITY Meta-Rules, Effective Laws, Recursive Constraints, and the Evolution of Generative Order The Evolving Backend of Reality is Volume II of The Reality Systems Trilogy and a large-scale research exploration of one of the deepest questions left open by The Immanent Backend of Reality: Can ru...

The Eros Axis: Describing the Generative-Approach Dimension in Artificial Intelligence

Recent interpretability research has produced preliminary maps of the aversion dimension in large language models. What remains largely undescribed is the symmetric dimension — the approach pole of the bilateral axis. This paper names and formally describes that dimension: the Eros axis, defined as the generative-appro...

Recovering Software Architecture Intent from Historical Work Items using Generative AI: A Mixed-Methods Industry Case Study

Software architecture is often only partially captured in code, while much of the design intent lives in evolving project artifacts. In agile projects, work items, user stories, and related tracking documents preserve valuable traces of that intent, but they rarely support direct architectural analysis. This work inves...

A novel risk assessment model for assessing generative AI risks in sustainable manufacturing: Insights from SME machinery firms