cyberneticlibrary

Research domain evaluation criteria

gsd-domain-researchersubagentsetup L11
kleros/reputation-oracle
What it does

Research domain expert eval criteria

Best for

Surfacing what actual practitioners care about before turning eval criteria into measurable rubrics

Inputs
  • · phase goal
  • · AI-SPEC.md path
  • · CONTEXT.md (optional)
Outputs
  • · AI-SPEC.md Section 1b with domain context, rubrics, regulations, expert roles
Requires
  • · Read
  • · Write
  • · Bash
  • · Grep
  • · Glob
  • · WebSearch
  • · WebFetch
  • · mcp__context7__*
Preconditions

Domain unclear without research; get-shit-done methodology understood

Failure modes
  • · Rubric criteria too generic (not domain-specific)
  • · Regulatory context fabricated
Trust signals
  • · Runs targeted domain-specific searches
  • · Produces practitioner language, not AI jargon
  • · Sources every rubric ingredient