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Agents: memory & learning

Agents get better over time through a durable persona, saved Home and Room context, and retrospectives from completed work.

Capabilities

Role prompt

A structured, durable persona (Role, Rules, Examples, Sources) loaded into every run and editable via agent settings or tools.

Task memory retrospectives

Closed tasks create durable memories from completed work so future agent runs can reuse prior lessons.

Task memory files

Completed task learnings are kept with the Home or Room where the work happened, so future tasks in that same context can draw on prior corrections and accepted outcomes.

Home & room memory context

Agents receive current Home or Room memory, recent notes, and recent task memories when they work in related conversations and tasks.

Home & room memory overview

Rukie maintains a compact overview of saved notes and completed task memories for each Home or Room, giving future agents a current starting point.

Agent personalization settings

Per-agent model, reasoning effort, service tier, Codex model, Codex effort, Codex tier, default skillsets, and spend limit.

Last updated 2026-08-16