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AI agent memory best practices across channels

Memory quality determines whether recurring workflows get faster or noisier over time. This guide covers practical rules for durable, safe, and useful memory.

Published: February 26, 2026 - Assigned owner: Maggie (TPM)

Persist only durable facts

Keep profile traits, role preferences, recurring projects, stable contacts, and standing process decisions. Do not persist transient ticket details or one-off errors.

Use category-based memory sections

Structured sections make updates safer and easier to audit. A reliable pattern is profile, preferences, projects, contacts, decisions, and processes.

This structure supports better follow-up in workflows like meeting follow-up automation and GitHub issue execution.

Set review cadence for stale context

Memory should be reviewed on a schedule. Archive outdated preferences and remove invalid contacts to prevent routing mistakes.

  • Weekly checks for active projects.
  • Monthly checks for contacts and permissions.
  • Immediate updates when governance policies change.

Internal links

  • Digital employee onboarding checklist
  • AI workflow automation checklist
  • Trust & Safety controls
Back to blog Good memory design makes automation compound over time.