See XMPro MAGS in action.

Memory-Driven Decision Engine

Autonomous decisions come from a memory cycle that weighs similarity, importance, surprise, and recency — not prompt engineering.

Persistent Vector Memory

Each agent keeps episodic and semantic memory with significance-weighted retrieval and confidence scoring for stronger reasoning.

Domain Knowledge Services

Agents ground decisions in retrieval-augmented knowledge bases, engineering libraries, and domain data — real industrial context.

Observe-Reflect-Plan-Act Cycle

A continuous loop: observe, reflect when it matters, plan formally, then act through governed tool integrations.

PDDL Integration

Agents build formal, structured plans with explicit action sequences, preconditions, and effects, turning goals into logical problem-solving rather than improvised, one-off responses.

Multi-Criteria Optimization

Plans are scored against objective functions that balance several performance criteria at once, with configurable weights for both individual agent goals and shared team goals.

Adaptive Planning Strategies

Agents switch planning strategies based on what triggered them, and automatically replan when new information arrives, a plan is invalidated, or conditions change.

Confidence Scoring

Every plan, decision, and memory carries a multi-factor confidence score reflecting reasoning quality and evidence strength, giving explainable results with quantified uncertainty.

Performance Tracking & Learning

Plans carry measurable impact assessments tied to defined success measures, and recorded outcomes feed back so agents refine their planning strategies over time.

Industrial Reliability

Built for 24/7 mission-critical operations, with the high availability, fault tolerance, and deterministic recovery that demanding industrial environments require to keep running.

Enterprise Integration

Native integration with enterprise data systems, operational platforms, and control layers through standard APIs, streaming protocols, databases, and event-driven architectures.

Full Observability

End-to-end telemetry with structured logs, performance metrics, memory traces, and audit trails, giving full traceability across every agent decision and system outcome.

Security & Governance

Role-based access control, scoped permissions, encryption standards, and compliance logging, all aligned with the enterprise security and regulatory frameworks operators already run.

Scalable Architecture

Horizontally scalable with distributed orchestration, containerized deployments, load balancing, and automated failover to meet dynamic operational demands as they grow.