~/talk

Building a Sustainable Future

Talkat Aerospike APJ Summit 2023 · 2023-09-01..09-30· [databases, web-performance]
links:none on file
slides:none on file

Claims big carbon numbers — training one AI model emits about 5x an American car’s lifetime CO2, cloud emissions now exceed airlines, and global computer electricity use may rise ~20% by 2030. Benchmarks show server cuts of 60→7 (Wayfair), 360→20 (PayPal), and 5,000→600 (Criteo) while keeping SLAs. Architecture uses hybrid memory architecture (HMA) with index-in-RAM and SSD data, runs on Graviton for ~50% lower cost/carbon, adds JSON and graph (Gremlin/TinkerPop) and vectors (HNSW) in labs, and offers a 60-day free trial.

AI-written summary · about

  1. 0:00Sustainable IT and AI impact
  2. 1:14Electricity use by computers and AI carbon
  3. 3:40Digital paradox in fast-growing economies
  4. 5:29Database choice for sustainability and TCO
  5. 7:14Server reduction with Aerospike at scale
  6. 9:03PayPal fraud detection with Aerospike graph
  7. 11:53Aerospike on ARM for efficiency
  8. 12:55Hybrid memory for fewer servers
  9. 14:19Aerospike data models: JSON, graph, vectors
  10. 16:46Vector search demo without GPU
  11. 18:09Future of AI: continuous learning
  12. 19:55Aerospike Cloud beta launch
  13. 20:59Summary: sustainable future with efficient data
  14. 22:04Q&A: legacy data in predictive analytics
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.