~/talk

How Technology Can Save Humanity

Talkat Aerospike APJ Summit 2023 · 2023-09-01..09-30· [machine-learning]
links:none on file
slides:none on file

Argues that AI must replace traditional analysis to handle 100+ petabytes of Earth system data growing at >5 PB/year, because models aiming for ~1 km grids still produce outputs too large and too uncertain; operational pipelines currently reject 60–70% of incoming observations for quality control. Gives concrete wins: an AI irrigation product for Sahaj Farms (₹500 crore revenue) and advises coastal restoration—mangroves sequester 3–10× more carbon than land forests—while noting oceans absorb ~93% of excess heat and ~25% of CO2.

AI-written summary · about

  1. 0:00Introduction
  2. 1:31Life as biased random walk
  3. 4:02Earth system and human impact
  4. 6:55Earth observation revolution
  5. 9:23Climate models from 500 km to 1 km
  6. 12:50High-resolution climate challenges
  7. 15:22AI for agriculture and energy
  8. 17:30Big data in geoscience
  9. 20:24From data to knowledge
  10. 22:31Breaking the carbon trap
  11. 25:42Decarbonizing energy and industry
  12. 27:47Nature-based solutions
  13. 28:50Adaptation beyond mitigation
  14. 29:11Technology for future generations
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