Recursive Knowledge Processing

Process arbitrarily large document sets through knowledge graph construction and stateful multi-hop queries. Based on RLM research but with proper state management and termination logic.

Core Concept

Instead of stuffing documents into context (which causes degradation), this skill:

1. Indexes documents into a knowledge graph (entities, relationships)
2. Answers queries by traversing the graph
3. Tracks state to avoid redundant exploration
4. Uses confidence thresholds to know when to stop

Workflow

Phase 1: Indexing

For a new corpus, run the indexer: