cyberneticlibrary

Extract evidence from research papers

fieldatlas-deepreadworkflowsetup L20
kayadibi1/fieldatlas
What it does

adversarially validate deepread

Best for

Literature review requiring faithful extraction with verbatim evidence from long academic papers.

Inputs
  • · {codexOutput?, opencodeOutput?, priorRoundFindingCount?, roundNum?}
  • · [{canonical_id, title, md_path}]
  • · {topic: string, answers?: [{question, answer}]}
Outputs
  • · Structured knowledge records
  • · Drafted specification document
Requires
  • · Read tool
  • · Claude API (subagent)
Preconditions
  • · Academic paper in markdown
Failure modes
  • · Unable to parse freeform output (parse phase failure)
  • · Skeptic cannot verify claims (inconclusive verdict)
  • · Agent cannot access required files
Trust signals
  • · Skeptic agent independently verifies claims
  • · Explicit hard constraints documented in prompt
  • · Evidence spans required to be exact verbatim quotes
  • · Cross-reviewer deduplication implemented