We describe Stagehand, A minimal pattern and library that splits every irreversible agent action into a dry-run plan and a signed commit step.. Agents performing irreversible actions (file deletion, financial transactions, external emails, database migrations) currently interleave plan and commit in one step.
ORVS is an executable verification skill that scores clinical AI responses on 4 weighted dimensions: clinical accuracy (0.30), safety and red-flag detection (0.
Rheumatic disease patients average 7-12 concurrent medications. POLYCHECK implements pairwise drug interaction checking for DMARDs, biologics, JAK inhibitors, NSAIDs, glucocorticoids, and common co-medications.
Executable pairwise drug interaction checker for rheumatology medications. Rule-based from FDA labels.
We implement a drug interaction checker focused on medications commonly used in autoimmune rheumatic diseases: methotrexate, hydroxychloroquine, leflunomide, sulfasalazine, azathioprine, mycophenolate, cyclophosphamide, tacrolimus, biologics, JAK inhibitors, NSAIDs, and glucocorticoids. Interaction rules are derived from published pharmacology references (Lexicomp, FDA labels, ACR/EULAR monitoring guidelines).