gastownhall/beads

Overview

beads is a memory upgrade for coding agents that tracks past actions, failures, and reasoning so the agent can learn from previous attempts instead of repeating mistakes.[6] It plugs into existing agent harnesses and coding assistants, storing experience in a persistent store that can be queried during future runs.[6][7] Developers should care because it shifts agents from stateless, single-shot helpers toward iterative, improving collaborators that adapt to a codebase over time.[6][7]