<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Reproducible Language-Model Agents for Research</dc:title>
  <dc:title>R package LLMRagent version 0.8.0</dc:title>
  <dc:description>An 'R' interface built on 'LLMR' creates large language model (LLM)
  agents for use as reproducible and governed research instruments. Agents pair a
  model configuration with optional persona instructions. Stateful exchanges
  retain conversational memory, and native 'R' functions can serve as tools
  within declared budgets. Several agents can hold a turn-taking conversation over
  a shared transcript, and factorial experiments across such designs run in
  parallel. Model calls and tool activity are captured in a run object, so the
  research record extends beyond generated text. A study manifest hashes the
  design and computational apparatus without treating sampled replies as part of
  its identity, and a hash-sealed archive preserves it alongside transcripts and
  call records. Tool policies record declared side effects and can limit call
  counts or result sizes; calls marked for human review pause before execution.
  Robustness checks assess sensitivity to prompt or model changes, while
  calibration against human labels corrects estimates drawn from imperfect model
  labels.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 4.2)</dc:relation>
  <dc:relation>Imports: LLMR (&gt;= 0.8.10), R6, tibble, rlang, cli, digest, jsonlite,
httr2, callr, utils</dc:relation>
  <dc:relation>Suggests: testthat (&gt;= 3.0.0), knitr, rmarkdown, future, future.apply,
dplyr, withr, R.utils, jsonvalidate, igraph, htmltools</dc:relation>
  <dc:creator>Ali Sanaei &lt;sanaei@uchicago.edu&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Ali Sanaei [aut, cre]</dc:contributor>
  <dc:rights>MIT + file LICENSE (https://CRAN.R-project.org/package=LLMRagent/LICENSE)</dc:rights>
  <dc:date>2026-07-21</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=LLMRagent</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.LLMRagent</dc:identifier>
</oai_dc:dc>
