cyberneticlibrary

Research with current evidence

research-opsskillsetup L10
Sheshiyer/skill-clusters
What it does

Classify research task and route to appropriate evidence source

Best for

Fresh fact gathering where answer depends on current public information rather than stored knowledge

Inputs
  • · Research question
  • · user-supplied context
  • · freshness sensitivity
Outputs
  • · Sourced facts
  • · inference layer
  • · recommendation with citations
Requires
  • · exa-search
  • · deep-research
  • · market-research
  • · lead-intelligence
Preconditions
  • · Research question is specific enough to pursue
  • · local context already reviewed
Failure modes
  • · Mixing inference with sourced facts without labeling
  • · ignoring user-supplied evidence
  • · stale answers from memory
Trust signals
  • · Separates sourced facts from inference
  • · includes freshness dates
  • · decides when to convert to monitor