Human-AI Interaction

Agentic Workflows

Front-End Engineering

Product systems

Human-AI Systems Builder.

Parallax Image
Parallax Image

THINK

Systems Thinking.

Structuring ambiguity, rules, and data into coherent product logic.

THINK

Systems Thinking.

Structuring ambiguity, rules, and data into coherent product logic.

FRAME

Experience Architecture.

Shaping complex tools into clear structures, flows, and decision paths.

FRAME

Experience Architecture.

Shaping complex tools into clear structures, flows, and decision paths.

BUILD

0→1, 1-N Product Building.

Turning ambiguity into buildable products.

BUILD

0→1, 1-N Product Building.

Turning ambiguity into buildable products.

REALIZE

Product Realization.

Turning strategy, UX, and front-end logic into working product experiences.

REALIZE

Product Realization.

Turning strategy, UX, and front-end logic into working product experiences.

Archer

  • WHO I AM!

I’m a product builder combining design aesthetics, human-AI interaction, and product engineering. I use AI-assisted workflows to move from ambiguity to structured interfaces, working products, and fast problem-solving.

I’m a product builder combining design aesthetics, human-AI interaction, and product engineering. I use AI-assisted workflows to move from ambiguity to structured interfaces, working products, and fast problem-solving.

Email me

Email me

Product systems, agentic workflows, and independent explorations.

Product systems, agentic workflows, and independent explorations.

AI Graph Explorer

Transforms complex industrial data into an interactive knowledge graph for faster exploration and insight.

Product developer

AI EXPERIENCE

PRODUCT ENGINEERING

Industrial Ontology Canvas

A semantic industrial modeling workspace that unifies equipment data, engineering relationships, and system context on an interactive canvas.

Product Developer

Design System Engineer

Art Direction

Legal Mastery Platform

An AI-powered legal learning platform that personalizes practice, feedback, and study guidance based on each student’s learning progress.

PRODUCT STRATEGY

PRODUCT DESIGN

PRODUCT ENGINEERING

RCA Agent

AI-assisted root cause analysis that helps engineering teams connect evidence and identify likely causes faster.

PRODUCT DESIGN

AI WORKFLOW

PRODUCT ENGINEERING

My Blogs

Ideas worth sharing.

Insights worth keeping.

Ideas worth sharing.

Insights worth keeping.

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AI Product Architecture

If AI Built It, Is It Already a Product?

A working AI feature is not necessarily a product. I explore how persistent state, human decisions, versioning, and failure recovery turn an AI-generated artifact into a system people can actually trust.

Read more

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AI Product Architecture

If AI Built It, Is It Already a Product?

A working AI feature is not necessarily a product. I explore how persistent state, human decisions, versioning, and failure recovery turn an AI-generated artifact into a system people can actually trust.

Read more

Image

AI Product Architecture

If AI Built It, Is It Already a Product?

A working AI feature is not necessarily a product. I explore how persistent state, human decisions, versioning, and failure recovery turn an AI-generated artifact into a system people can actually trust.

Read more

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System Design & Governance

What Is the System Actually Allowed to Change?

AI makes features faster to build, but product behavior still depends on clearly defined authority. This article explores approval states, permission boundaries, regeneration, and how local actions create system-wide consequences.

Read more

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System Design & Governance

What Is the System Actually Allowed to Change?

AI makes features faster to build, but product behavior still depends on clearly defined authority. This article explores approval states, permission boundaries, regeneration, and how local actions create system-wide consequences.

Read more

Image

System Design & Governance

What Is the System Actually Allowed to Change?

AI makes features faster to build, but product behavior still depends on clearly defined authority. This article explores approval states, permission boundaries, regeneration, and how local actions create system-wide consequences.

Read more

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Agent Architecture

The Model Is Not the Whole Agent

The model provides capability, but the surrounding system determines what that capability can actually do. I examine agents through tools, permissions, state, memory, and orchestration rather than treating the model itself as the product.

Read more

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Agent Architecture

The Model Is Not the Whole Agent

The model provides capability, but the surrounding system determines what that capability can actually do. I examine agents through tools, permissions, state, memory, and orchestration rather than treating the model itself as the product.

Read more

Image

Agent Architecture

The Model Is Not the Whole Agent

The model provides capability, but the surrounding system determines what that capability can actually do. I examine agents through tools, permissions, state, memory, and orchestration rather than treating the model itself as the product.

Read more

See more articles

See more articles

under the hood

under the hood

Services.

Sheen Liu

Branding

I help brands look sharp, sound right, and work better — online and off.

PR & marketing

Launch campaigns, content, positioning — from press releases to product messaging.

Web & app design

Clean, considered, conversion-focused. Built around your business, not a template.

Front-end development

Framer, Webflow, or hand-coded. Every build is fast, responsive, and beautiful down to the last pixel.

SheenLiu.

Branding

I help brands look sharp, sound right, and work better — online and off.

PR & marketing

Launch campaigns, content, positioning — from press releases to product messaging.

Web & app design

Clean, considered, conversion-focused. Built around your business, not a template.

Front-end development

Framer, Webflow, or hand-coded. Every build is fast, responsive, and beautiful down to the last pixel.

SheenLiu.

Branding

I help brands look sharp, sound right, and work better — online and off.

PR & marketing

Launch campaigns, content, positioning — from press releases to product messaging.

Web & app design

Clean, considered, conversion-focused. Built around your business, not a template.

Front-end development

Framer, Webflow, or hand-coded. Every build is fast, responsive, and beautiful down to the last pixel.

Process.

Methodical process

Research-informed decisions

Scalable by default

Collaborative checkpoints

A methodical, research driven process that delivers lasting outcomes.

Over time we refined a rigorous, collaborative approach that keeps teams aligned and drives measurable results. We aim for lasting impact, not just hand-offs.

Discovery

Concept

Execution

Launch

Stakeholder interviews & briefing

Concept refinement

User & market research

Creative & strategic exploration

Direction alignment

Design systems

Iterative testing & QA

Rollout & support

Post-launch optimisations

Discovery

Concept

Execution

Launch

Stakeholder interviews & briefing

Post-launch optimisations

Concept refinement

User & market research

Creative & strategic exploration

Direction alignment

Design systems

Iterative testing & QA

Rollout & support

Ideas & thoughts

Ideas & thoughts

Updates?

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Sheen Liu