§ 09 · Domain mastery

Agent Orchestration & Deployment

Multi-agent systems in production — routing, memory, tools, and cost governance.

We take agent prototypes into production: routing between specialised agents, shared memory and context stores, tool-use policies, deployment topology (edge vs. control-plane vs. LLM proxy), and cost governance for the whole graph — with tracing across agents to prove it.

Talk to a partner →All services
§ I

Pillars

01

Multi-agent routing

A router that picks the right specialist for the request, with fallback and escalation paths. Not one god-agent that knows everything.

02

Shared memory + retrieval fabric

Context stores agents actually share correctly, with TTLs, isolation, and forgetting policies. Cross-agent memory without cross-agent leakage.

03

Tool-use policies + sandboxing

Per-agent allowlists, capability tokens, and sandboxed execution. Agents can't invoke tools they weren't granted.

04

Blue/green for agent graphs

Deploying a new agent version means A/B against the old one on shadow traffic first. Rollback is a config change.

05

Cost governance across the graph

Token, latency, and dollar budgets per orchestration. Runaway loops caught by the platform, not by the CFO.

06

End-to-end tracing across agents

One trace ID follows a request through every agent, tool, and retrieval — replayable, exportable, auditable.

§ II

Domain vocabulary

The words that separate insiders from readers.

Swarm depthHow many hops of agent-calling-agent are allowed. Without a cap, cost explodes and debugging becomes fiction.
HandoffThe moment control passes from one agent to another. Insiders design handoffs; outsiders let LangGraph decide.
Guardrail compositionStacking multiple guardrails without them fighting. Requires design, not just installation.
Context isolationWhether agents in the same swarm can see each other's context. Getting this wrong is a data-leak class of bug.
Router agentThe dispatcher. Teams that skip it end up with prompt-engineered god-agents.
Tool-use traceThe sequence of tools an agent called. First place to look when the answer is wrong.
Capability tokenA short-lived grant that says which tools an agent may call this run. Distinct from IAM permissions.
MCP serverThe protocol boundary between your systems and any agent. Reusable and portable across LLM vendors.
§ III

Open problems we help with

§ IV

What we ship

  1. 01A routing layer between specialised agents.
  2. 02A shared memory fabric with isolation policies.
  3. 03Tool-use policies and sandboxed execution per agent.
  4. 04Blue/green + shadow traffic for agent-version rollouts.
  5. 05A cost governance layer for the whole orchestration.
  6. 06End-to-end traces exportable to your observability stack.
NEXT STEP
How does this look in your case?
Talk to a partner →
Season