A single sentinel can watch a file, but a network can govern an entire ecosystem. We move beyond the solo orchestrator to build a multi-agent system powered by Stateful Intelligence.
Complexity is managed through delegation; consistency is maintained through State.
Intent
You will design a Stateful Multi-Agent Loop where a Lead Architect coordinates specialized sub-agents, passing persistent context between them to complete a full project audit.
Background
In a network, the lead architect doesn’t just delegate; it maintains a global state. This ensures that every agent, whether they are auditing security or refactoring code, is operating from the same source of truth in real-time.
Swarm Pattern
Instead of one massive, confusing prompt, we break the engine into specialized nodes, each with its own role but a shared memory.
Nodes
Lead: Analyzes the objective and maintains the global state log.
Auditor: Searches the vault for compliance and identifies logic breaches.
Surgeon: Receives the Auditor’s state and executes the surgical refactor.
The secret to a network is the handshake. When the Auditor finishes its task, it doesn’t just stop; it updates the conversation context. This allows the Surgeon to inherit the intelligence gathered in the previous step.
Stateful Swarm
We will implement a coordinator tool that manages the flow of information between specialized Gemini instances.
Define specialized Roles Give each agent a unique system_instruction that limits its scope to its expertise.
Establish the Shared Context Create a session state object that collects findings from each agent.
Execute the Multi-Stage Audit Run the agents in sequence, feeding the output of the first as the context for the second.
// In Java, the Controller orchestrates the handoff
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runAudit(targetCode);
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System.out.println("Mission Success: Sovereign State maintained.");
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}
Conclusion
You have built a system that watches (sentinels), remembers (vault), acts (function Calling), and collaborates (swarm). You have successfully navigated the transition from a single script to a distributed Stateful Intelligence.
Sovereignty is the ability to direct many voices toward a single truth.
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