cyberneticlibrary
← library

Scan conformal prediction literature

cp-lit-scanworkflowsetup L3★0
joshspeagle/ssc-2026-AI-LLM-demo ↗
What it does

Survey literature and identify gaps

Best for

Systematically surveying a research frontier across multiple sub-topics to identify novel research gaps.

Inputs
  • · arXiv/literature keywords
Outputs
  • · research candidates with novelty assessment
Requires
  • · WebSearch
  • · WebFetch
  • · Bash
  • · JSON schema validation
Preconditions
  • · Input validates against schema
Failure modes
  • · Timeout in parallel agent execution
  • · Agent returns invalid schema
  • · Missing required input fields
  • · Downstream agent/tool failure
  • · Network/API unavailability
Trust signals
  • · JSON schemas define phase outputs
  • · Required fields enforced
  • · Strict schema validation