Reference Libraries
Not directories. Not link dumps. Not AI-generated knowledge blobs. Structured, verified, decision-relevant professional reference systems.
What makes these different from free reference lists?
Decision logic
Not just 'what exists' but 'which method for which problem under which constraints' — structured decision routing built into every record.
Verified provenance
Every record traced to authoritative sources with citation chains, authority levels, and last-verified dates.
Machine-readable
Clean JSON/CSV schema for teams, tools, and AI agents — not prose dumps that require manual restructuring.
Ecosystem integration
Records link to KaryoWorks spreadsheets, workflows, and courses — reference intelligence that connects to executable methodology.
Reference Libraries
AI Failure & Evaluation Pattern Library
40–50 verified patterns mapping AI failure modes to evaluation methods to governance strategies — structured for professional decision-making.
$79
or $49 bundle add-on
- ~20 failure patterns across content fabrication, reasoning, and safety
- ~15 evaluation methods from claim-level to system-level
- ~10–15 governance patterns for process gates and monitoring
- Decision routing: which method for which problem under which constraints
- Verified provenance with source authority hierarchy
Bundle: AI Research Verification System ($99) + reference library add-on ($49) = $139
Bundle: AI Decision System for Business ($149) + reference library add-on ($49) = $189