PegasusAI Studio: Legible Cyberinfrastructure and Accountable AI Agents for Scientific Workflows

Published
Source
arXiv
Paper number
1422
Field
Agents
arXiv ID
2611.13309

Key points

  • PegasusAI Studio is an AI-assisted science gateway built on the Pegasus and HTCondor stack that supports agent workflow operation on shared CI.
  • It compiles one facility-curated knowledge base into the native configuration of several coding agents for consistent delivery.
  • Agents diagnose execution failures from structured workflow and scheduler state rather than terminal output.
  • Every agent action runs under the user's identity and scheduler credentials so the facility can audit it.
  • In the EHT M87 reconstruction, it recovered from two failed runs to a third run completing all 55 jobs with zero failures under user approval.
  • The gravitational-wave reanalysis completed all 350 jobs with zero failures in 54 minutes 18 seconds.

Paper links

External research summaries. These are not HDATF publications or measured product results.

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