kg — knowledge graph loader

Load relevant entities for: $ARGUMENTS

Purpose

The bstack knowledge graph lives at research/entities/**/*.md (~250 entities, ~1.1 MB, ~280k tokens). It fits in any 1M-context model with 3.5× headroom — meaning the LLM is the index. This skill performs the routing step: reads the dense catalog at docs/knowledge-index.md, ranks entities by topical relevance, and surfaces the top-N bodies as a single context block.

The agent does the rest: traversal, inference, contradiction detection, semantic comparison — all by reading. There is no SQL layer, no embeddings, no typed-edge schema. The substrate is canonical; the catalog routes; the agent reasons.

Usage