The AI Taxonomy.
Terms  /  Architecture  /  Unified Context
05 · Architecture

Unified Context

A single, shared knowledge layer accessible to all agents and tools. The cure for Tool Isolation.

Unified Context is the architectural solution to fragmentation. Instead of each tool and agent maintaining its own memory, all of them read from and write to a shared knowledge layer. When the coding agent learns about the project architecture, the documentation tool and the project management tool can access that same knowledge. When the infrastructure agent makes a configuration decision, the backend agent sees it immediately. Unified Context doesn't mean every agent sees everything — it means every agent can access what it needs from a common source of truth.

Example
A team implements a shared context layer using a memory graph. When the backend agent decides on the API response format, that decision is stored in the shared graph with provenance. The frontend agent, before generating code, queries the graph for current API conventions and receives the updated format. The documentation agent generates docs from the same source. All three agents are working from the same reality. When a human reviews the project, they see one consistent truth, not three conflicting versions.

More in Architecture

System-Centric AI

An architecture where planning, state, memory, and control live outside the model.

Model-Centric AI

An architecture where the model is expected to infer state, intent, plan, and memory from raw context.

Tool Isolation

Memory and context don't cross tool boundaries — each tool is a silo.

The Expertise Trap

Context and knowledge locked on one person's machine, inaccessible to the team.

Agent Fragmentation

Agents operating in disconnected silos with no shared state, duplicating work and contradicting each other.

Context Portability

The ability to move knowledge between tools, agents, sessions, and team members without loss. The cure for The Expertise Trap.

Stateful, Inspectable Memory

A collaborative memory space where multiple agents and humans contribute to and draw from the same knowledge base — with full history and traceability.

Context Handoff

The ability to transfer full working context from one agent, session, or tool to another without loss. A specific operation enabled by Context Portability.