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Stop using AI as isolated chat. Build a system that works with you. — AI Operator Workflow
01 / AI Operator Workflow

Stop using AI as isolated chat. Build a system that works with you.

AI models will keep changing. The durable advantage is how you structure your work around them.

AI access will become common. The advantage comes from the system you build around AI.

Explore the three editions  ↓

Normal AI usage

Prompt → Answer → Copy → Repeat

AI Operator workflow

Goal → Context → Decompose → AI / Agents → Verify → Decide → Execute → Capture workflow → Reuse

Explore the three editions

AI User → AI Power User → AI Operator → AI System Builder

Turn one idea into a clear next step. — Stop using AI as isolated chat. Build a system that works with you.AIOP / FREE

Turn one idea into a clear next step.

A low-friction entry point for non-coders to validate an idea, define a small MVP, and learn from a first real-world signal.

HK$0 · verified public downloadv1.0.0
View FREE
Turn ideas into validated, launch-ready products with AI. — Stop using AI as isolated chat. Build a system that works with you.AIOP / PLUS

Turn ideas into validated, launch-ready products with AI.

The main commercial workflow for opportunity research, demand validation, positioning, MVP, AI-assisted build planning, launch, promotion, and measurement.

HK$59 · Preview checkout when configuredv1.0.0
View PLUS
Build your personal AI operating system. — Stop using AI as isolated chat. Build a system that works with you.AIOP / PRO

Build your personal AI operating system.

An advanced operator system for atomic Codex tasks, context handoffs, adversarial QA, release gates, portfolio allocation, and workflow compounding.

HK$159 · Preview checkout when configuredv1.0.0
View PRO

The system compounds as you use it

Each edition exposes only the stages supported by its actual package.

  1. 01

    Diagnose the current state

  2. 02

    Find the biggest uncertainty

  3. 03

    Say what not to do yet

  4. 04

    Route to the right workflow

  5. 05

    Define the highest-leverage action

One product family, three operating levels

CapabilityFREEPLUSPRO
AI operator level checkIncluded——
Idea validation liteIncluded——
Demand validation—IncludedIncluded
MVP definitionIncludedIncludedIncluded
Launch liteIncluded——
Positioning and psychology—IncludedIncluded
AI build planning—IncludedIncluded
Launch and distribution—IncludedIncluded
Social promo factory—IncludedIncluded
Metrics and feedback—IncludedIncluded
Atomic task execution——Included
Context and handoff——Included
Adversarial quality verification——Included
Release gates——Included
Portfolio allocation——Included
Workflow compounding——Included

Source and delivery boundary

The latest Gmail source package was inspected. The verified FREE v1.0.0 ZIP is public; PLUS and PRO use Stripe test checkout and protected Preview delivery only when the required server configuration and private Blob assets are present. Live checkout remains disabled.

Current v1 validation pricing: FREE HK$0 · PLUS HK$59 · PRO HK$159. Prices may change for future buyers.

Paid source files stay outside the public repository. Preview delivery is server-verified and short-lived; it is not a permanent customer library or live commerce activation.