Research programme
Two tracks, one systems discipline
The programme sits within B12Y Consulting. It is a public record of technical work, including research notes, reference designs, prototypes, and tested results. Each output states its status and limitations rather than treating an early experiment as a production capability.
01Scientific systems
AI for biology and bioinformatics
Research systems that connect scientific literature, biological datasets, specialist tools, and human review. The focus is on traceable workflows, reproducible pipelines, and results that can be checked.
- Research agents for literature and dataset workflows
- Genomics and epigenomics pipelines
- Versioned inputs, provenance, and scientific review
See the biology and bioinformatics domain02Autonomous systems
Agentic systems and AI safety
Research into how agents behave, how their capabilities can be tested, and how authority can be bounded when systems use models, tools, and external services.
- Capability evaluation, sandboxes, and supervision
- Authority boundaries, recovery, and operational control
- Evidence-led deployment and failure handling
Browse agentic systems and safety notes