Context & efficiency

Research on agent context architecture, token efficiency, memory, routing, and supporting tools.

This domain studies how agents spend context, retrieve memory, compress interaction, and route work without weakening output quality.

Native observation, retrieval, routing, memory, and rollout design.

Economics, compression, caching, retrieval, delegation, and validation.

Comparative evidence for token-optimization and retrieval tools.

Proven verification commands

Catalogs build, binding, native-app, verification, and release commands proven by the desktop CI stack.

jackin❯ Context Engine — design spec

Design for a jackin❯ context engine that combines measured observation, retrieval, output, routing, memory, and verification mechanisms.