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Agents: memory & learning ​

Agents get better over time through a durable persona, saved Home and Room context, and memory files 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 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 the current Home or Room memory overview and an inventory of saved notes and task files. They can open relevant source files selectively.

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. New agents use the current product defaults; a connected user can also opt new agent turns and Home/Room memory jobs into their ChatGPT subscription.

Last updated 2026-10-30