FinOps & Multi-Agent Reliability

Enterprise Multi-Agent Token Leakage Simulator

Simulate quadratic context window bloat, runaway spend, and cascade failure risk in unconstrained ReAct loops vs deterministic FSM circuit breakers with bounded Pydantic state projections.

Architectural Comparison Summary

Unconstrained ReAct Loops

Stochastic autonomous agent swarms accumulate full conversation history and raw error tracebacks across recursive tool loops. Causes quadratic token growth, runaway cloud invoices, and 40%+ infinite loop risk.

P(Cascade Failure): 40% - 85% | O(N²) Context Growth

Elesium Deterministic FSM

Directed Acyclic StateGraphs isolate node context via typed Pydantic slices, pruning 90% of extraneous conversation tokens. Hard circuit breakers halt retries at 1 attempt before deterministic fallback.

P(Cascade Failure): 0.0% | Up to 78% Token Waste Cut