hot pub_vel 744 · jobs 417

AI safety

Signal

Pub Velocity 30d
744
Open Roles
417
Intel Pressure
0.0
Signal
hot
SIGNAL HORIZON - HOT

Established active field. High competition — differentiate on methodology or niche sub-problem.

90 DAYS
Strong hiring demand continues. New positions likely.
6-12 MO
Risk of commoditisation if breadth narrows. Sub-specialisation is key.
12-24 MO
Likely bifurcation: foundational work commoditises, frontier problems open.

The Gap

** Despite the high research activity in AI safety, there is a lack of focus on the development of robust frameworks for real-time verification and validation of AI models during deployment in safety-critical environments. Additionally, ethical considerations around algorithmic bias and its mitigation in high-stakes decision-making processes remain underexplored. 2. **

THE OPPORTUNITY

** The combination of 744 recent publications and 417 open roles indicates a rapidly growing interest and need for expertise in AI safety, presenting a fertile ground for researchers to make significant contributions. This suggests ample opportunities for newcomers to enter the academic and industry workforce, highlighting a demand for innovative solutions and interdisciplinary collaboration in this space. 3. **

What to Try — 3 Research Directions

Develop a framework for dynamic risk assessment of AI systems in real-world applications, focusing on adjustments during live operations.

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Explore the implications of human-AI collaboration in decision-making processes, particularly how trust levels can be quantified and improved in safety-sensitive contexts.

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Investigate the socio-technical aspects of AI safety, specifically how cultural differences impact the interpretation and enforcement of AI governance policies.

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Recent Papers (10)

Investigating the effects of vaping on lung structure and function with pulmonary imaging
A. H. SCHMIDT
2027-01-01 · 0 citations
+ abstract
The full abstract for this thesis is available in the body of the thesis, and will be available when the embargo expires.
Preclinical evaluation of PSMA-targeted ultrasound contrast agents in an orthotopic model of prostate cancer in rabbits.
Felipe M. Berg, Eric Abenojar, Pinunta Nittayacharn · Hospital Israelita Albert Einstein, Case Western R
2027-01-01 · 0 citations
+ abstract
The localization of prostate cancer by ultrasound remains limited by the lack of B-mode conspicuity and the confinement of clinically approved microbubbles (MBs) to the vasculature. This precludes differentiating viable tumor, necrotic tissue, and margin-associated disease. We investigated prostate-specific membrane antigen (PSMA)-targeted lipid-shelled perfluorocarbon nanobubbles (PSMA-NBs) in an...
Human vs machine judgment in safety-critical logistics: a philosophical inquiry into trust and control
Martyna Bąchorek, Wiktoria Izdebska, Gustaw Krakowiak · Military University of Technology in Warsaw
2026-12-31 · 0 citations
+ abstract
This article examines the differences between human judgment and algorithmic decision-making in critical logistics systems, focusing on the implications for the concepts of trust and control. The aim of the study is to determine whether AI-based systems can perform functions equivalent to human judgment and what implications this has for operational safety and accountability in complex logistics s...
Human vs machine judgment in safety-critical logistics: a philosophical inquiry into trust and control
Martyna Bąchorek, Wiktoria Izdebska, Gustaw Krakowiak · Military University of Technology in Warsaw
2026-12-31 · 0 citations
+ abstract
This article examines the differences between human judgment and algorithmic decision-making in critical logistics systems, focusing on the implications for the concepts of trust and control. The aim of the study is to determine whether AI-based systems can perform functions equivalent to human judgment and what implications this has for operational safety and accountability in complex logistics s...
Research on Attention Guidance and User Autonomy in AI-Powered Immersive Environments
Mulin Qiao · Politecnico di Milano
2026-12-31 · 0 citations
+ abstract
As artificial intelligence gets deeply embedded into immersive environments, attention-guiding technology delivers ever more precise and efficient outcomes. Still, this improved efficiency carries an overlooked design risk: excessive AI guidance may steadily erode user agency and undermine exploratory behaviors as well as the process of meaning-making. This paper builds a critical conceptual frame...
Regulating the Frontier: Model-Level Evidence from the EU AI Act
Han Li
2026-12-31 · 0 citations
+ abstract
The European Union's Artificial Intelligence Act creates a binding, economy-wide transparency regime directed specifically at providers of general-purpose AI models. Whether such rules alter model-development practice, rather than merely producing legal documentation outside public view, is an empirical question. This article offers an early model-level assessment using a daily updated public data...
Regulating the Frontier: Model-Level Evidence from the EU AI Act
Han Li
2026-12-31 · 0 citations
+ abstract
The European Union's Artificial Intelligence Act creates a binding, economy-wide transparency regime directed specifically at providers of general-purpose AI models. Whether such rules alter model-development practice, rather than merely producing legal documentation outside public view, is an empirical question. This article offers an early model-level assessment using a daily updated public data...
The Role of Generative Artificial Intelligence in Korean Language Learning: Applications, Challenges, and Instructional Strategies
Yundong Wu · Dongshin University
2026-12-31 · 0 citations
+ abstract
This conceptual narrative review examines the role of generative artificial intelligence (AI) in Korean language learning. The paper synthesizes recent scholarship on AI-assisted language learning, Korean language education, technology acceptance, and educational ethics to develop an analytical framework for responsible classroom use. The review focuses on four dimensions: Korean language skills, ...
The impact of artificial intelligence on human safety and data protection in smart logistics: opportunities, risks and governance challenges
Ewelina Patrycja Zielińska · Military University of Technology in Warsaw
2026-12-31 · 0 citations
+ abstract
Aim: This article examines the dual role of artificial intelligence (AI) in smart logistics, focusing on its capacity to strengthen human and operational safety while simultaneously creating new risks for data protection, cybersecurity and automated decision-making. Methods: The study applies a structured literature review covering publications from 2018–2025 in Web of Science Core Collection, Sco...
The Sociolinguistics of Machine Identity: LLM Personality and Ideology Propagation
Guangni Li · Université Bordeaux Montaigne, Sciences, Philosoph
2026-12-31 · 0 citations
+ abstract
Do large language models (LLMs) possess a measurable "personality," and how do the linguistic properties of training corpora shape their cognitive style and downstream reasoning? This paper approaches these questions from a sociolinguistic perspective on machine "identity." This manuscript is positioned explicitly as a conceptual perspective paper: it does not present original experimental data, n...

Top Institutions

Institution Papers
Military University of Technology in Warsaw 3
Hospital Israelita Albert Einstein 1
Case Western Reserve University 1
Mahidol University 1
Politecnico di Milano 1
Dongshin University 1
Université Bordeaux Montaigne 1
Sciences 1
Philosophie 1
Humanités 1

Related Domains

large language models

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AI governance

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