cyberneticlibrary

Orchestrate autonomous research loops

autoresearchskillsetup L39,423
Orchestra-Research/AI-Research-SKILLs
What it does

Orchestrate autonomous research with two-loop experiment-synthesis cycle

Best for

Multi-hypothesis research requiring tight iteration between rapid experiments and systematic discovery.

Inputs
  • · research question
  • · initial hypotheses
  • · literature references
Outputs
  • · research findings
  • · papers
  • · presentations
Requires
  • · Claude Code /loop
  • · OpenClaw heartbeat
  • · domain skills
Preconditions
  • · clear research question
  • · workspace structure initialized
  • · agent continuity loop configured
Failure modes
  • · loses progress if continuity loop not set up
  • · research stalls without periodic synthesis reflection
Trust signals
  • · two-loop architecture separates execution (inner) from reflection (outer)
  • · tested on multi-week research projects