I stayed on for a few days extra in Washington DC after the biodiversity extravaganza to attend a workshop at legendary National Geographic Basecamp.

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.

Evaluating LLMs for providing evidence-based information on conservation actions This is an idea proposed in 2025 as a good starter project, and is currently being worked on by Radhika Agrawal. It is co-supervised with Alec Christie and Sadiq Jaffer. We are building a Conservation Co-Pilot to improve worldwide conservation action through evidence-driven insights.

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.

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.

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.

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.

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!