When this is useful
Agents can retrieve context, use approved tools and coordinate multiple steps. They are most useful when the task needs flexible reasoning while the permitted actions and success criteria remain explicit.
- Defined task
- Approved context
- Tool action
- Result validation
- Human escalation
A focused first proof
A first proof exercises one task with normal, ambiguous and failed-tool cases. We look at completed work and recovery behavior, rather than only whether the agent produces a convincing explanation.
Before production
Important or irreversible actions need appropriate approval. Production work adds permissions, state, limits, audit records and idempotency to prevent a retry from repeating an action.
Problems this can help address
Engineering in practice
Explore the related Mikisi Labs system, including its current status and architecture.