High-density technical circuitry

Technology
Stack
Registry

Formal classification of the software architecture and interaction metaphors governing the BoardGo human-computer interface research initiative.

System ID: BOARDGO-TECH-001 Registry Verified: June 2026

Interface
Metaphors

We categorize AI systems by how humans encounter their intelligence. This taxonomy defines the boundaries of user agency and cognitive demand.

0.1 — SPATIAL

The Canvas Model

Iterative, non-linear creative workrooms where AI assists in manipulating objects across a persistent space. Best suited for complex design and knowledge mapping.

Agency Level: High
0.2 — CONVERSATIONAL

The Chat Engine

Linear inquiry-response cycles characterized by natural language processing. Ideal for rapid information retrieval and task-specific text generation.

Agency Level: Dynamic
0.3 — AMBIENT

Zero-UI Systems

Implicit interaction patterns where AI operates as a background observer, optimizing environments without direct command-line input or visible windows.

Agency Level: Passive
0.4 — MULTIMODAL

Hybrid Frameworks

Integrating voice interaction and augmented reality visuals to create a 360-degree sensory envelope for computer-human collaboration.

Agency Level: immersive
LAYERED_LOGIC

Stack Anatomy

LAYER_01

Interaction

The human touchpoint and visual bridge.

React Tailwind CSS Framer Motion Next.js Framework
LAYER_02

Cognitive Logic

Orchestration and memory retrieval.

LangChain LlamaIndex Python / FastAPI Vector Database
LAYER_03

Perception

Environmental and sensory processing.

Vision Models Whisper (ASR) Multimodal Transformers
Technical blueprint

Framework Archive A1

Legacy interface component

Interface Fossil B-7

Optical logic array

Neural Bus Unit

Technical
Vault

Operational documentation for implementing HCI principles in production AI environments. Access our peer-reviewed interaction frameworks and heuristic checklists.

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PDF

The Transition Guide

Navigating the shift from traditional Information Architecture to AI interaction logic.

LIST

Heuristic Checklist

A 10-point evaluation framework for identifying friction points in AI wait-states.

API

Agentic Design Patterns

Technical specifications for background agent behavior and implicit user prompting.

SHEET

Perception Benchmark

Standards for visual processing latency in multimodal AR systems.

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