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SUMMARY:Luke Kreczko - AI in research: what changed in three years?
DTSTART:20261014T150000Z
DTEND:20261014T160000Z
DTSTAMP:20261022T021500Z
UID:indico-event-19268@indico.global
DESCRIPTION:Three years ago\, AI assistants were starting to enter researc
 h workflows — mostly for the enthusiastic early adopters\, with results 
 that varied a lot. Since then\, the capability shift has been significant:
  models that generated code on request have given way to agents that inspe
 ct codebases\, run tests\, detect dead ends\, and revise — autonomously\
 , across many steps. This talk takes stock of what has actually changed\, 
 what the current limitations are\, and what it means to use these tools re
 sponsibly in a scientific context.\nThe first half covers the components o
 f an AI agent system — context\, tools\, memory\, routing\, and guardrai
 ls — and a practical framework for deciding what to delegate and what to
  keep in human hands. The second half works through concrete examples from
  HEP: simulation code and end-to-end analysis automation. The talk closes 
 with a look at what the broader HEP community is doing in this space and a
  brief snapshot of where the technology is heading.\n \nZoom connection\n
 \nhttps://indico.global/event/19268/
URL:https://indico.global/event/19268/
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