LLumen

Machine Learning

Agent Orchestration Lab

Wire cheap→expensive model cascades with deterministic escalation gates and cost budgets.

Agent Orchestration Lab

FDE · cost-aware cascade

Cheap model scores every case. Deterministic gates (not the model) decide who gets the expensive model. Tune gates to catch hard cases under budget.

CaseCheap scoreUnc.StakesGateNeeded expensive?
Routine FAQ paraphrase0.920.10lowkeep cheapno
Borderline policy edge case0.610.55highescalateyes
High-confidence wrong pattern0.880.20medkeep cheapyes
Obvious spam / out of scope0.150.05lowkeep cheapno
Legal-adjacent claim0.700.45highescalateyes
Simple classification0.950.08lowkeep cheapno
Multi-hop research brief0.550.60medescalateyes
Customer-critical escalation0.400.70highescalateyes

Total cost

56 u

Escalations

4

Recall (catch hard)

80%

Precision

100%

Missed hard cases (false negatives): 1 · Wasted escalations: 0