Portfolio

Systems and automations built to turn complex workflows into practical products.

A collection of AI-assisted, human-directed development projects, operational systems, and business automations.

Process

How I turn complex workflows into practical systems

I start with the actual workflow, constraints, and business objective before choosing the technology. AI accelerates implementation, debugging, and iteration, while architecture, workflow decisions, testing, and final validation remain human-directed.

  1. Step 1

    01 · Understand

    Understand the workflow

    Identify the business problem, current process, users, constraints, and desired outcome.

  2. Step 2

    02 · Design

    Design the system

    Map the data flow, responsibilities, integrations, decision points, and human review requirements.

  3. Step 3

    03 · Build

    Build with AI assistance

    Use AI to accelerate implementation, debugging, refactoring, documentation, and iteration.

  4. Step 4

    04 · Validate

    Test and validate

    Review the workflow manually, test edge cases, verify permissions, and confirm the system behaves as intended.

  5. Step 5

    05 · Refine

    Deploy and refine

    Launch the working system, inspect real behavior, and improve the product based on practical use.

Work together

Need a system or automation built around your workflow?

I design practical software systems and business automations around real operational needs, from workflow mapping and architecture through implementation, testing, and deployment.