Agent-class             The Agent class
add_edge                Add an edge to a workflow
add_node                Add a node to a workflow
agent                   Create an agent
agent_as_tool           Expose an agent as a tool for other agents
agent_calibrate         Calibrate LLM/agent labels for valid downstream
                        inference
agent_experiment        Run a factorial agent experiment
agent_manifest          Build the study manifest for a run
agent_pipeline          Run input through a chain of agents
agent_population        Build a population of agents
agent_robustness        Run a robustness battery
agent_tool              Define a governed tool
agent_workflow          Build an agent workflow (a small, explicit
                        graph)
approve_tool_call       Approve, reject, or edit a pending tool call
archive_agent_study     Seal an agent study to a directory
as_agent_run            Convert an LLMRagent result to a unified run
                        object
as_llmrcontent_validation
                        Build a validation frame for LLMRcontent
attach_calibration      Attach a calibration to an agent run
budget                  Spending and effort limits for an agent
check_state_leakage     Detect shared state across experiment cells
collect_measures        Collect measures over a society
contamination_report    Flag shared agent instances across a population
conversation            Run a multi-agent conversation
debate                  Structured debate between two agents
deliberate              Group deliberation with a recorded vote
diagnostics.agent_calibration
                        Machine-readable diagnostics for a calibration
diagnostics.agent_experiment
                        Machine-readable diagnostics for an agent
                        experiment
diagnostics.agent_run   Machine-readable diagnostics for an agent run
diagnostics.persona_audit
                        Machine-readable diagnostics for a persona
                        audit
exposure_matrix         Exposure matrix: who could see whom
focus_group             A moderated focus group
fork_workflow           Fork a workflow run at a checkpoint
guardrail               Define a guardrail
guardrails              Collect guardrails
hash_persona            Hash a persona
hash_tool_spec          Hash a tool's full specification
hash_workflow           Hash a run's control flow (the workflow)
human_gate              Mark a point or a tool as requiring human
                        approval
interview               A semi-structured interview
llm_claim_lint          Assert (or scope) prose against a run's claim
                        type
llmragent-methods       LLMR-family methods for LLMRagent run objects
load_agent              Load an agent from disk
mark_claim_type         Mark the kind of claim a run can support
mcp_tools               Expose MCP server tools to an agent, under
                        governance
memory                  Agent memory policies
persona_audit           Audit persona briefs for essentializing
                        language and caricature
persona_frame           A persona as an auditable research object
persona_variants        Vary a persona along named dimensions
replay_run              Replay a workflow run, verifying state hashes
report.agent_experiment
                        Draft a short report for an agent experiment
report.agent_run        Draft a methods-section report for an agent run
report.society          Draft a disciplined report for a society
reset.Agent             Clear an agent's memory
resume_run              Resume a paused run after a tool-approval
                        decision
resume_workflow         Resume a paused or failed workflow run
robustness-axes         Robustness perturbation axes
run_workflow            Run a workflow
sandbox_tool            Define a confined (sandboxed) tool
save_agent              Save an agent to disk
society                 Assemble a society from a population, a
                        network, and measures
step_interaction        Advance one interaction round
think_harder            Work a hard problem with one strong model and
                        many cheap ones
view_run                View a run as a self-contained HTML inspector
workflow_from_pipeline
                        Express an agent pipeline as a workflow
