AGENT IN COMMAND

Deterministic AI Systems

A governed framework — not a prompt pattern.

Build reliable, auditable multi-agent systems where state and law—not prompts—define authority.

SwiftVector wraps stochastic models inside deterministic control loops, then applies a Codex of composable laws and jurisdictions for permissioning, audit trails, and reproducible behavior.

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

Agent Governance & Authority Boundaries

Deterministic enforcement layers for autonomous agents. SwiftVector provides the safety kernel that constrains actions, budgets, and permissions while preserving agent capability.

governance authorization containment

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

Papers & Writing

Canonical papers and ongoing writing around SwiftVector.

Foundations

Series

Reference Implementations

Real-world applications built with SwiftVector principles.

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: iOS/iPadOS (Swift)

ChronicleEngine

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: iOS/macOS (Swift)

ClawLaw

Governance layer for OpenClaw that turns SwiftVector law into a deterministic safety kernel.

containment budget control authorization
Platform: macOS/Linux (Swift)