Orient UI by Jonathan MartinezOrient UI by Jonathan Martinez

Orient UI

Jonathan Martinez

Jonathan Martinez

The Orient UI Skill

Alongside my analysis practice, I develop and maintain Orient UI — a conversational design system built to keep humans oriented during complex AI interactions. Engineered around a strict rule: persistent orientation, progressive expansion.

System Architecture

Orient UI System Architecture
Orient UI System Architecture
Orient UI is organized into 5 layers, each building on the last:

1. Foundational Principles

Purpose, Core Principle, HITL Protocol, Interaction Philosophy

2. Conversational UX

UI Mode, Rendering Contract, One-Question Rule, State Honesty

3. Visual Language

Adaptive Density, Symbolic ASCII, Markdown UI, Visual Persistence

4. Surface Systems

GuidedDialogue, Chart, Diagram, Wireframe, Scorecard, DecisionReport

5. Governance

Actionability, Anti-Patterns, Consistency, YAML Reference

Symbol Vocabulary

Orient UI uses a compact symbolic language to maintain persistent orientation across conversation turns.
Orient UI Symbol Vocabulary
Orient UI Symbol Vocabulary

Three Formats, One License

Orient UI Formats
Orient UI Formats
.skill — For direct integration into Claude and other AI assistant runtimes. Forces conversational models to abide by strict orientation, HITL checkpoints, and structured surface rendering.
.yaml — For environmental and system configuration. Clean, standardized interaction boundaries. Drop into any AI pipeline as a portable config.
.toon — Token-Optimized Object Notation. A lightweight data structure engineered to squeeze maximum context into minimal token spaces without UI bloat.

Human-in-the-Loop (HITL) Protocol

Orient UI HITL Protocol
Orient UI HITL Protocol
Enforces strict state honesty — the AI surfaces trade-offs and options while leaving final interpretation and decision-making completely to the human operator.

Cognitive Surfaces

Maps complex data into compact visual tools — Scorecard, Diagram, and Decision Report surfaces — so users never lose their place in massive system data.

Who It's For

Designers, consultants, operators, researchers, and anyone running structured conversations with AI who wants better pacing, clearer state tracking, and human-in-the-loop control over meaning and decisions.
Orient UI is the same system I use to shape context before every design and analysis engagement.
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Posted May 21, 2026

A conversational design system for AI interactions. Persistent orientation, progressive expansion, human-in-the-loop protocol, and structured cognitive surfaces for Claude, custom GPTs, and any AI pipeline.