agent-architecture-integration

To add autonomous agent architecture without a full rewrite, you incrementally map your current project against an eight-layer reference model and extend missing layers like memory and tools one at a time, preserving existing behavior.

A stateless core loop in agent architecture is a standardized processing cycle that handles prompt assembly, tool dispatch, context compression, and session persistence independently, allowing durable memory and reusable skills to operate externally.

Yes, you can incrementally modernize CLI agents, messaging gateways, batch runners, and API servers by introducing thin entry points and pluggable subsystems step by step without breaking current functionality.

The best way to integrate persistent memory and reusable skills is by adding centralized tool registries and session storage layers around a stateless core, enabling the agent to learn from past work and apply it later.

A limitation of incrementally upgrading to a Hermes-style agent architecture is that it requires mapping existing code against strict structural expectations, specifically thin entry points and pluggable subsystems, which may demand significant refactoring of tightly coupled workflows.