ZFS replication strategies with encryption This is an idea proposed in 2025 as a good starter project, and is currently being worked on by Becky Terefe-Zenebe. It is co-supervised with Mark Elvers. We are using ZFS in much of our Planetary Computing infrastructure due to its ease of remote replication. Therefore, its performance characteristics when used as a local filesystem are particularly interesting.

Package managers are everywhere, with seemingly every language and operating system implementing their own solution. The lack of interoperability between these systems means that multi-lingual projects are unable to express precise dependencies across language ecosystems, and external system and hardware dependencies are typically implicit and unversioned.

Low power audio transcription with Whisper This is an idea proposed in 2025 as a good starter project, and is currently being worked on by Dan Kvit. It is co-supervised with Josh Millar. The rise of batteryless energy-harvesting platforms could enable ultra-low-power, long-term, maintenance-free deployments of sensors.

Evaluating a human-in-the-loop AI framework to improve inclusion criteria for evidence synthesis This is an idea proposed in 2025 as a good starter project, and is available for being worked on. It may be co-supervised with Alec Christie and Sadiq Jaffer.

Habitat mapping of the Cairngormes Connect restoration area This is an idea proposed in 2025 as a good starter project, and is currently being worked on by Isabel Mansley. It is co-supervised with David Coomes and Aland Chan.

Mapping urban and rural British hedgehogs This is an idea proposed in 2025 as a good starter project, and is currently being worked on by Gabriel Mahler. It is co-supervised with Silviu Petrovan. The National Hedgehog Monitoring Programme aims to provide robust population estimates for the beloved hedgehog. The People's Trust for Endangered Species has been coordinating the programme.

Validating predictions with ranger insights to enhance anti-poaching patrol strategies in protected areas This is an idea proposed in 2025 as a good starter project, and is currently being worked on by Hannah McLoone. It is co-supervised with Charles Emogor and Rob Fletcher. Biodiversity is declining at an unprecedented rate, underscoring the critical role of protected areas (PAs) in conserving threatened species and ecosystems.

What might a Dame of the Realm, a Fellow of the Royal Society, the latest member of the UK Joint Nature Conservation Committee, and me all covet? That's right: a Junior Ranger badge from Shenandoah National Park! After an intense few days, Bill Sutherland, Julia P.G. Jones, EJ Milner-Gulland and I headed into nature to experience the spectacular landscapes of the Blue Ridge Mountains in Virginia and do some birding.

I spent a couple of days at the National Academy of Sciences in the USA at the invitation of the Royal Society, who held a forum on "Measuring Biodiversity for Addressing the Global Crisis". It was a packed program for those working in evidence-driven conservation: I was honoured to talk about our work on using AI to "connect the dots" between disparate data like the academic literature and remote observations at scale.

Josh Millar has just released the latest survey paper he lead on energy-aware approaches to optimise deep-learning training and inference on embedded devices, such as those benchmarked in "Benchmarking Ultra-Low-Power µNPUs" recently. Any comments, please do let any of us know!

Our paper on how the careful design of LLMs is crucial for expert-level evidence retrieval has been published today in PLOS One and is available fully open access! In a nutshell, we tested 10 LLMs with six different retrieval strategies on their ability to answer questions related to conservation, benchmarked against the Conservation Evidence database that has been hand-assembled by experts over the last two decades.