Alex Leader
Measuring whether AI can autonomously execute multi-stage cyberattacks to inform deployment decisions at frontier labs
Joseph E Brown
A constraint-first approach to ensuring non-authoritative, fail-closed behavior in large language models under ambiguity and real-world pressure
Pedro Bentancour Garin
Building the governance and orchestration layer for safe, autonomous AI-driven research and innovation.
Mackenzie Conor James Clark
An open-source framework for detecting and correcting agentic drift using formal metrics and internal control kernels
Xyra Sinclair
Unlocking the paradigm of agents + SQL + compositional vector search
Finn Metz
Funding 5–10 AI security startups through Seldon’s second SF cohort.
João Medeiros da Fonseca
Phenomenological Fine-tuning for Medical AI Alignment
Will Shin
A global IP project reimagining ecology and future technology and institutions through character-driven narratives.
Mirco Giacobbe
Developing the software infrastructure to make AI systems safe, with formal guarantees
Justin Bianchini
A modular gene-editing platform for engineering new pigment patterns in ornamental plants, starting with a vein-pattern rescue line in petunias.
Theia Vogel
Research, tutorial writing, and open-source libraries & tools for experimenting with language models
Sandy Tanwisuth
We reframe the alignment problem as the problem of governing meaning and intent when they cannot be fully expressed.
Christopher Kuntz
A bounded protocol audit and implementation-ready mitigation for intent ambiguity and escalation in deployed LLM systems.
Jasraj Hari Krishna Budigam
Reusable, low-compute benchmarking that detects data leakage, outputs “contamination cards,” and improves calibration reporting.
Jade Master
Developing correct-by-construction world models for verification of frontier AI
Markus Englund
Continue developing ‘copy-paste-detective’ - a software that detects signs of data fabrication in scientific research - and run it against 20,000 publicly available Excel datasets.
David Rozado
An Integrative Framework for Auditing Political Preferences and Truth-Seeking in AI Systems
GG
Developing and commercializing an alternative to feeder rodents—tackling one of the most neglected and high-suffering forms of factory farming.
Bryan Davis
A set of AI-powered open-source tools intended to shorten time-to-market for medtech innovators.
Thomas Briggs
This nationwide report will provide a detailed account of the policies states have that in place to help advanced learners thrive.
