AI & Emerging Tech
In phases, with read-only first. The pattern that works is: prepare the environment with scoped identity and audit, validate the agent in discovery mode where it can plan but not write, promote it to governed execution with tight tool boundaries and rollback, then run it under continuous governance with a standing review cadence. The single most common failure mode is granting write access before discovery-mode validation is honestly complete.
MCP, the Model Context Protocol, is a standard for exposing tools to AI agents as a declarative surface. Instead of every agent integrating against every system through bespoke code, the system publishes its tools through MCP and the agent discovers and calls them through a single protocol. For enterprise rollouts, MCP matters because tool boundaries become enforceable. You grant an agent access to specific tools rather than to whole systems, and you can revoke access without rewriting the agent. Core dna's MCP server exposes 80+ tools across 400+ APIs, in production today.
A chatbot answers. An agent acts. The chatbot lives in the conversation layer and hands off to a human or a workflow when something needs to happen. The agent owns the doing. That difference is why the governance model for agents looks more like the model for a privileged service account than like the model for a content surface.
An enterprise AI agent is a software actor that takes goals, plans actions, and calls tools against your production systems on its own initiative. The distinguishing trait is autonomy with consequence. Unlike a chatbot, an agent is doing work that changes state - updating records, dispatching workflows, calling APIs that move money or content or customers. Enterprise-grade means it operates inside the same identity, audit, and governance perimeter as the rest of your platform.
Yes. Core dna features a sophisticated autonomous AI agent that goes beyond simple text replacement.
Instead of just translating "strings," our agent understands the component-level logic of your pages. It instantly reconstitutes and rebuilds entire layouts in the target language, ensuring that design integrity, SEO metadata, and functional elements remain intact.