using ambient / durable goal loops

Durable Goal Loops

Durable goals persist plans, continuation state, evidence, and completion audits across long-running work.

Developer Previewllms.txtSource evidence
Durable Goal Loops Long-running goals persist plans, evidence, and continuation state across turns and restarts. Durable Goal Loops Long-running goals persist plans, evidence, and continuation state across turns and restarts. sets objectiveexecutes slicepersists statereports proof Durable goal state planbudgetproof 1 Goal ObjectiveBudgetPlanStatus 2 Loop Work sliceValidateUpdate planPersist 3 Resume Read stateContinueRepairAvoid drift 4 Complete AuditProofCommitReport
Long-running goals persist plans, evidence, and continuation state across turns and restarts.
Product screenshots

Planner

Planner mode grounds long-running work in reviewable steps.

Ambient Desktop planning surface.

Goal Loop Shape

Ambient goals are meant to survive more than one turn. The loop is plan, act, validate, persist, resume, and audit. This gives the user a way to understand progress without relying on a transient chat transcript.

User-Facing Promise

  • The agent keeps plan state current rather than silently drifting.
  • Validation evidence attaches to the work product.
  • Completion requires an audit against the original objective.
  • Resumes continue from persisted state instead of restarting from memory.