Orchestrating Multi-Step Workflows

A company hosting two hundred different agents across fifty enterprise clients cannot run each one as its own bespoke, hand-wired system. Each agent needs its own tools, its own memory, its own model configuration, and every client needs strict isolation from every other client's agents. This closing chapter is where every piece from this entire tier, tools, ReAct, planning, memory, multi-agent collaboration, sandboxing, approval gates, error handling, and evaluation, composes into one coherent platform.

• -Gateway: authenticates the request, rate-limits it per tenant, and routes it to the right agent, the same gateway concerns Tier 10 covers in full depth for LLM traffic generally.
• -Execution: the agent loop itself, tool registry, and whichever LLM that specific agent is configured to use.
• -State: each agent's working and long-term memory, isolated per tenant so one client's agent state is never visible to another's.
• -Observability: full tracing, metrics, and cost tracking across every agent, which is exactly what makes fifty clients' worth of agents auditable and debuggable from one place.

Each client's agents run in a genuinely separate context: scoped tool access, isolated memory, and per-tenant rate limits and cost tracking for billing. A bug or a runaway loop in one client's agent must never be able to affect another client's agent, consume their rate limit budget, or leak their memory. This is the same tenant-isolation instinct that shows up anywhere a platform serves multiple independent customers on shared infrastructure.