Why AAI?

GUI vs AAI: Two Interaction Paradigms

GUI Era:   Human <-> Visual Interface <-> Mouse/Keyboard <-> Event Handling <-> Business Logic
AAI Era:   Agent <-> Structured Commands (JSON) <-> Direct Invocation <-> Business Logic

AI Agents are becoming increasingly powerful -- capable of understanding complex tasks, planning execution steps, and coordinating multiple workflows. But when they need to operate actual applications, they are still forced to "watch screens and click buttons" like humans.

Current Automation Limitations

Tool Type	Examples	How It Works
Browser Automation	Playwright MCP, Chrome DevTools MCP	DOM selectors or visual recognition -> Simulate clicks
Desktop Automation	Open Interpreter, Computer Use	Screenshots + visual recognition -> GUI interaction

These tools still operate through the GUI layer, simulating human interactions rather than directly invoking application capabilities.

Limitation	Description
Slow	GUI automation takes seconds per operation; direct IPC takes milliseconds
Cannot parallelize	Desktop focus limitations prevent coordinating multiple apps simultaneously
Fragile	UI changes, popups, resolution differences break automation

Dual Interface Architecture

Future applications should provide two independent interfaces:

                Future Application
 ┌──────────────────┐    ┌──────────────────┐
 │  Human Visual UI  │    │  Agent Interface  │
 │     (GUI)         │    │     (AAI)         │
 │                   │    │                   │
 │  Buttons & Forms  │    │  Structured Tools │
 │  Drag & Drop      │    │  Native IPC       │
 │  Instant Feedback │    │  Parallel Support │
 └────────┬──────────┘    └────────┬──────────┘
          │                        │
          └──────────┬─────────────┘
                     │
          ┌──────────┴──────────┐
          │   Core Logic Layer   │
          │   (Business Logic)   │
          └──────────────────────┘

AAI's Position in the Agent Stack

┌──────────────────────────────────────┐
│  Model (GPT/Claude) - Intelligence   │
├──────────────────────────────────────┤
│  Context (MCP) - Model gets info     │
├──────────────────────────────────────┤
│  Action (AAI) - Model executes ops   │  <-- This protocol
├──────────────────────────────────────┤
│  Platform (OS/Browser) - Carrier     │
└──────────────────────────────────────┘

AAI is the Agent execution layer, based on MCP standards, with zero intrusion to existing frameworks.