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Limin Zheng

Services

A clear brief. A bounded outcome.

AI-assisted research, content processing, design and software work. Start with the task you need done, then agree the inputs, outputs and checks.

You know the task

Find the matching service and see what to send and what you would receive.

Browse by task ↓

Your task does not fit a category?

Describe the outcome in your own words. Any industry is welcome; you do not need personal chat history or a service name to start.

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Browse by task

  1. 01

    Research & Decisions

    Turn a focused question into sourced findings and practical decisions.

  2. 02

    Content & Data

    Turn documents, data, recordings, video and scores into usable, checkable outputs.

  3. 03

    Design & Presentation

    Turn content and product ideas into visual, usable deliverables.

  4. 04

    AI Skills & Workflows

    Make recurring AI work reusable, bounded and testable.

  5. 05

    Tools & Development

    Build scoped tools or change existing software with test evidence.

  6. 06

    Testing & Evaluation

    Test specific behavior and document what worked, failed and remains untested.

How it works

  1. 01

    Describe the task

    In your own words: the outcome you want and what you already have. No full specification needed.

  2. 02

    Agree scope and quote

    I reply with what is missing, what you would receive and how it will be checked. Some tasks need a paid diagnosis first. You get a quote before any work starts.

  3. 03

    The work

    AI-assisted research, design, building and testing, with my judgment and checks.

  4. 04

    Delivery and check

    You receive the agreed files, report or PR and check it the agreed way. Limits and unverified points are stated in the delivery.

No AI accounts, subscriptions or tokens are sold. Hosting and ongoing maintenance are not included by default.