Agent Systems
A team of specialists,
not one giant model.
The GOGOGO multi-agent architecture: an orchestrator routing work between specialised agents, every step observable, every layer inspectable.
The Six Pillars
What makes a system multi-agent.
Six properties every GOGOGO system has — together they turn an LLM into an operating layer.
01
Orchestrator pattern
A single coordinator routes work between specialised agents — never one giant model trying to do everything.
02
Specialised roles
Each agent has one job: content, HR, signage, vision, or analytics. Clear roles, clear blame, clear wins.
03
Tool use
Agents call real tools — APIs, databases, screens, chat, cameras. They don't just generate text; they ship outcomes.
04
Memory & context
Agents read what came before. Decisions, hand-offs, approvals — everything persists, everything is queryable.
05
Hand-off protocol
Specialists pass tasks to each other with a typed payload — no hidden state, no dropped balls.
06
Observability built in
Every step is logged, every decision is traceable. You can audit any cycle and roll back any change.
The Stack
Five layers, each one inspectable.
We don't hide the architecture. Every layer is auditable from the dashboard.
L1
OrchestratorRouting, coordination, and policy.
Owns the run-graph. Decides which agent handles a task next. Enforces guardrails.
L2
Specialised agentsOne role each. Concrete tools.
Content, HR, Signage, Vision, Analytics — each agent ships a specific product surface.
L3
Tool layerReal-world side effects.
WhatsApp, Goddo API, GoVista API, GoTrack vision pipeline, REST APIs to your stack.
L4
Memory & stateContext, decisions, audit.
Per-tenant, per-conversation, per-asset. Versioned. Queryable. Replayable.
L5
ObservabilityEyes on everything.
Every hand-off, tool call, score, and outcome — logged, traceable, reversible.
AI agents that
Work as a team.
Understand
Agents read messages, files, workflows, and context — not just prompts.
Coordinate
Specialists pass work to each other instead of doing it all alone.
Act
Trigger workflows, create content, update systems, send messages, support users.
Improve
Learn from usage, feedback, approvals, and operational signal — every cycle.
In production
Already running across four products.
Want this for your business?
Tell us the workflow you'd build first. We'll come back with the agents, the orchestrator, and the four-phase plan.