AGENT IN COMMAND

Architectural Patterns for
Deterministic AI Systems

Building reliable, auditable multi-agent systems where state—not prompts—is the authority

Introducing SwiftVector, an architectural pattern that wraps stochastic AI agents in deterministic control loops. Build systems that are reproducible, auditable, and safe by design.

What is SwiftVector?

→ State, not prompts, must be the authority

SwiftVector is an architectural pattern that separates stochastic AI reasoning from deterministic system control. By treating AI agents as advisory components within a controlled loop, we achieve reproducibility, auditability, and safety in complex multi-agent systems.

01

Deterministic Control Loops

Wrap stochastic AI agents in predictable, reproducible control flows. Every state transition is explicit and auditable.

02

Agent-Reducer Separation

Agents reason and suggest actions. Reducers hold authority and transform state. Clear boundaries prevent unauthorized behavior.

03

Complete Auditability

Every action, every state transition is logged. Replay any execution path for debugging, compliance, or analysis.

04

Safety-Critical Ready

Designed for autonomous systems where failure is not acceptable. Deterministic behavior enables formal verification and testing.

The SwiftVector Control Loop

STATE currentState read AGENT AI reasoning suggests ACTION proposed validates REDUCER authoritative produces → newState
State is immutable → Agents reason → Reducers enforce → New state emerges

Use Cases

SwiftVector shines in scenarios where reliability, auditability, and safety are non-negotiable.

Safety-Critical Autonomous Systems

Drones, robotics, and aviation systems require deterministic behavior and complete auditability. SwiftVector provides the architectural foundation for AI-assisted control that remains verifiable and safe.

UAV control robotics aviation

Long-Running Narrative Generation

Generate consistent, branching narratives over thousands of interactions. SwiftVector ensures story state remains coherent and every plot development is traceable and reversible.

storytelling games RPGs

Multi-Agent Business Automation

Coordinate multiple AI agents across complex workflows while maintaining clear audit trails. Every decision point is logged, every agent interaction is reproducible.

workflows automation compliance

Systems Requiring Audit Trails

Any application where reproducibility and accountability matter. From medical decision support to financial trading systems, SwiftVector provides the infrastructure for trustworthy AI.

compliance auditing governance

Reference Implementations

Real-world applications built with SwiftVector principles.

COMING SOON

Flightworks GCS

AI-assisted ground control station for autonomous drones. Demonstrates SwiftVector in a safety-critical environment where deterministic control is paramount.

UAV control mission planning telemetry
Platform: Electron + TypeScript
COMING SOON

RPGLit

AI-powered narrative generation system for long-running RPG campaigns. Shows how SwiftVector maintains story coherence across thousands of state transitions.

narrative AI game master story engine
Platform: Web + TypeScript
More Examples Coming Q1 2026

Additional reference implementations demonstrating SwiftVector across different domains and use cases.