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