Geek Labs

Sep 18, 2026 · Artificial Intelligence

Graft Ditches Embeddings: AI Coding Agents Need a Map, Not More Retrieval

Graft builds a local Markdown knowledge graph for AI coding agents, replacing embedding-based retrieval with deterministic structural analysis and optional LLM semantic layers, auto-refreshing on each query to cut token usage by 42% and improve SWE-bench scores by 12 percentage points.