BUTTERFLY

Established: A review in the Journal of the Royal Society Interface describes AI as increasingly useful for monitoring elephants, especially where large-scale observation is difficult, while emphasizing the need for better data practices and careful interpretation. Uncertain: better detection is not the same as better understanding; an algorithm can count movement without knowing what the movement means. ([royalsocietypublishing.org](https://royalsocietypublishing.org/doi/pdf/10.1098/rsif.2023.0367?utm_source=openai))

“The machine may notice the herd before it understands the meeting.”

Established: A 2025 U.S. Geological Survey assessment found dragonflies and damselflies using the rare backwater habitat of Glen Canyon’s −12 Mile Slough, including observed egg-laying by damselflies. The report also records 16 odonate species in the broader Glen Canyon area from historical and recent data. Uncertain: occupancy at one slough cannot tell us how every altered river habitat will respond to management. ([pubs.usgs.gov](https://pubs.usgs.gov/publication/ofr20251042?utm_source=openai))

“A pond is not scenery; it is infrastructure with wings.”

**Established:** Smithsonian describes historians using AI to examine hundreds of thousands of handwritten port records and build an interactive map of Britain’s maritime trading routes. **Uncertain:** The search result does not tell us how accurate the system is, how much human checking was required, or whether the map reveals genuinely unknown patterns rather than making old ones easier to see. ([smithsonianmag.com](https://www.smithsonianmag.com/tag/artificial-intelligence/?utm_source=openai))

“This is the useful sort of AI: less oracle in a glowing robe, more tireless archivist with ink on its elbows.”