Reviews academic papers and preprints for methodology rigor, contribution significance, and reproducibility. Triggers on paper URLs, PDF uploads, arXiv links, or review requests.
Assesses the computational reproducibility of academic papers by detecting code repositories, building sandbox environments, running experiments, and comparing outputs against paper claims.
Analyzes research trends across years by searching academic databases, building trend curves, identifying emerging topics, and generating visualizations.
Conducts systematic literature reviews across multiple academic papers using PRISMA methodology, with structured synthesis and APA/IEEE/BibTeX citation support.
Guides autonomous decisions on when extracting and analyzing web images adds sufficient value to justify the token cost for visually dense research domains.
Creates, modifies, evaluates, and benchmarks agent skills including description optimization, eval testing, and performance variance analysis.
Generates a personalized SOUL.md agent identity file through an adaptive onboarding conversation. Triggers on agent setup, personalization, or identity creation requests.
Generates documentation for codebases including README files, API references, architecture docs, changelogs, and developer guides.