DSPy a system for AI to Write Prompts and Do Fine Tuning
Forest science & forestry education anu 12.5.11
1. Forest science and forestry education for a carbon, water, energy and nutrient-constrained world Andrew Campbell Research Institute for the Environment and Livelihoods Charles Darwin University www.cdu.edu.au/riel
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8. Climate The core problem: population & carbon emissions Source: WBCSD & IUCN 2008; Harvard Medical School 2008
15. Water, energy, and GDP from Proust, Dovers, Foran, Newell, Steffen & Troy (2007) Energy & GDP Water & GDP Water and energy have historically been closely coupled with GDP in Australia Our challenge now is to radically reduce the energy, carbon and water-intensity of our economy
The world needs to double food production over the next forty years, using less land and water, and paying much higher real prices for energy and nutrients. At the same time, we have to deal with climate change — the biggest market failure of all time — by undertaking radical economic reform in decoupling carbon emissions from economic growth. Australia is one of the countries most affected by climate change, Victoria is one of the most affected parts of Australia, and agriculture is among the most affected sectors of the economy. There will be intense pressures to change Victorian farming systems: to cope with a warming, drying, less reliable climate; to respond to greenhouse policy changes; to meet market demands and community expectations; and to adapt to demographic change. There is a grave risk that rural landscapes will be caught in a dreadful squeeze between a drying climate, and stressed farming systems and rural communities undergoing rapid reform. The habitat fragmentation, the death of paddock trees, the loss of wetlands and the consequent pressures on wildlife that we have seen in recent decades are likely to accelerate, desolating rural landscapes. Unless � Unless we find much more effective ways of reconnecting native vegetation across rural landscapes, and of securing water to maintain ecological function. This means finding ways of working landscape restoration into and around farming systems, and making it pay for people to do so. This presentation will explore the likely drivers of change in Victorian rural landscapes over coming decades and the most prospective options for large scale and rapid landscape restoration and buffering. The future is not some place we are going to, but one we are creating. Paths to it are made, not found.