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January 12, 20261 min read

Migrating Assistants to an Agent Architecture: Production Gotchas

Memory, tools, state, evals, and observability: what changes when you move from chat to execution.

AIAgentsMigrationProduction

Migrating Assistants to an Agent Architecture: Production Gotchas

At some point, a “chat assistant” is not enough.

Agents execute.

Migration breaks expectations more than code: where memory lives, how tools are governed, and how quality is enforced.

Checklist

  • define roles (gatekeeper/specialists/verifier)
  • introduce tool policies and audit trails
  • keep explicit state (IDs, steps)
  • build evals as regression tests
  • enable tracing + metrics

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