Systemiq sits between source systems and downstream agents. It receives enterprise signals, interprets them into a structured model, persists derived outputs, and exposes the result through query surfaces such as MCP.

This separates source ingestion, system modeling, operational memory, and agent access into distinct responsibilities.

Primary layers

• Ingestion layer: connectors, middleware, and event intake move source signals into the platform.
• Modeling layer: elements, tools, systems, mappings, and impacts turn source data into operational structure.
• Derived memory layer: records, metrics, summaries, and related outputs persist what the platform has learned.
• Access layer: MCP, APIs, and query surfaces expose the model to agents and services.

End-to-end flow

• Source systems emit operational evidence through APIs, files, business tools, or event streams.
• Systemiq ingests that evidence directly or through middleware when enterprise boundaries require controlled access.
• Agents and modeling logic derive element state, tool context, system interpretation, and directional impact.
• The resulting outputs are persisted as records, metrics, summaries, and related structures.
• Downstream agents query the model according to their task instead of reconnecting to every source system.

Boundary of responsibility

• Source systems remain the origin of raw business events and operational facts.
• Systemiq owns modeled context, operational memory, and query surfaces for agents.
• Downstream agents own reasoning and action on top of the modeled context they retrieve.
• Middleware is only part of the ingestion boundary. It is not the product itself.

Why the architecture matters

• The same modeled context can be reused across multiple agents and workflows.
• Source connectivity, system modeling, and downstream agent behavior remain cleanly separated.
• Operational memory stays queryable over time instead of disappearing after one execution.
• Structure, scope, and directional impact can be carried forward alongside raw signal ingestion.