Selective autonomy classifier
Refund approval agent
- Best for
- selective autonomy
- Worker
- Rules, classifier, or LLM depending on the implementation.
- Evaluator
- A separate escalation classifier decides whether the proposed decision is safe to auto-resolve.
- Target
- output
- Risk
- medium / partly reversible
- Trajectory
- HITL -> autonomous for easy cases only
Read the flow Non-generative classification pipeline
Document routing
- Best for
- low-risk classifier autonomy
- Worker
- A routing classifier with no generative model in the loop.
- Evaluator
- Inline checks and monitoring gate each routing decision.
- Target
- input and output
- Risk
- low / reversible
- Trajectory
- Full autonomy for the in-distribution bulk, with an out-of-distribution escalation path always open.
Read the flow Irreversible action gate
Transaction / trade execution gate
- Best for
- irreversible action control
- Worker
- Upstream automation proposes the transaction or trade.
- Evaluator
- Deterministic invariants do the heavy lifting.
- Target
- output and outcome
- Risk
- catastrophic / irreversible
- Trajectory
- Deterministic blocking gate always, with human-in-the-loop control for anything that matters.
Read the flow Evaluator maturity pipeline
Support response agent
- Best for
- evaluator maturity
- Worker
- The LLM that drafts the response.
- Evaluator
- The evaluator matures from an LLM judge to a distilled classifier.
- Target
- output
- Risk
- low-medium / reversible
- Trajectory
- HITL -> HOTL with sampling
Read the flow