05Contact

Open to applied-AI roles and selected project work.

I am based in Singapore and interested in work where AI-assisted processes need clear requirements, usable prototypes, quality checks, human review and reliable operational handoffs.

Selected project work

Bring one workflow that needs to work better.

I review an existing AI-assisted workflow or prototype against the task it is meant to help someone complete. Together, we define where it gets stuck and what a useful correction needs to achieve.

  • Map the work

    The steps, handoffs and decisions that shape the result.

  • Find the failure points

    Where outputs fall short or human review is missing.

  • Define a focused correction

    A practical change with clear acceptance checks.

Scope, timing and fee are agreed before work begins.

Discuss a workflow review
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