Within the PYRANA_PLATFORM set, derived knowledge is defined as conclusions drawn from implementation, exemplified by the 3-strategy KAG retrieval pipeline providing fallback resilience when template queries return no results, so that inferred technical conclusions are categorized consistently.

**Knowledge types:**

— PYRANA_Internal_Knowledge_Graph_Specification.md

- `derived` — Conclusions drawn from implementation (e.g., "The 3-strategy KAG retrieval pipeline provides fallback resilience when template queries return no results")

— PYRANA_Internal_Knowledge_Graph_Specification.md

Conclusions drawn from implementation

— PYRANA_Internal_Knowledge_Graph_Specification.md