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Office Intelligence Research Program Introduces Environments for Long-Running AI Knowledge Work

·2026.10.20 09:00

Key point

Office Intelligence is a research program providing environments, evaluation criteria, and training resources for AI agents performing sustained professional knowledge work.

Details

  • Office Intelligence is a research program studying AI agents in persistent knowledge work, comprising environments, evaluation criteria, training resources, and a harness for document tasks.
  • The sample environment, OfficeTown, is associated with arXiv paper 2610.23194 and features a financial reconciliation task involving customer deposits, card clearing, and vendor credits.
  • Evaluation verifies delivered work rather than final message persuasiveness, checking numerical consistency, record-level evidence, unresolved differences, usable artifacts, and source preservation.
  • The task includes specific financial discrepancies: $850.00 in unallocated customer deposits, $42.50 in card clearing differences, and $225.00 in unallocated vendor credits.
  • The environment provides 35 initial files across personal, company, service, and task directories, with strict read-only constraints on source inputs and historical records.
  • Related public projects include XL-DocBench for evidence-based reasoning in long documents and DocAtlas for stateful interaction with document evidence, both accepted at NeurIPS 2026.
  • The OfficeTown task collection currently covers eight professional domains: Assurance, Clinical, Design, Entertainment, Finance, Industrial, Legal, and Software.
evaluationai-agentsknowledge-workoffice-intelligencexl-docbenchdocatlas
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