# Inside Engrim: How SQLite and RRF Escape the Token Tax in Cross-Model AI Workflows

> Source: <https://aiflash.com/content/inside-engrim-how-sqlite-and-rrf-escape-the-token-tax-in-cross-model-ai-workflows/>
> Published: 2026-09-07 09:21:41+00:00

As AI coding assistants push context windows into the millions, developers face severe attention dilution and multiplicative token costs. Engrim introduces a local-first, project-scoped SQLite episodic memory standard that bridges Google Antigravity, Claude Code, and Cursor without cloud lock-in. By blending FTS5 keyword search with model2vec static embeddings, it compresses thousands of interaction tokens into a razor-thin working context.