I will add ai observability, tracing and output evaluation to your app

C
colddewye
C
colddewye
Ian Ye

About this gig

Already using AI but missing visibility into calls and output quality?


I will add locally hosted Langfuse tracing and configurable evaluation to ONE existing Python or Node.js AI workflow.


Langfuse and its tracing data run on your own computer or private server, not Langfuse Cloud.


Includes:

- Review the workflow and modify integration code

- Set up local Langfuse and trace agreed steps and model calls

- Record permitted inputs, outputs, errors, latency and available usage/cost estimates

- Configure agreed business checks and your evaluation model

- Export agreed input/output fields as structured JSONL for training-data preparation

- Deliver source changes, setup notes and a verified test workflow


Exports require your data-use permission and review before training. Model training, dataset curation, custom dashboards, extra workflows and new evaluation algorithms are separate.


You provide source access, a working test environment, samples and criteria, and pay hosting/model fees. Evaluation uses your approved local or external endpoint; external evaluation sends agreed data to that provider.


Message me before ordering to confirm scope and acceptance criteria.


Get to know Ian Ye

Ian Ye

AI Product Builder, Product Design, Web Apps and Workflows

  • FromChina
  • Member sinceJul 2026
  • Avg. response time17 hours
  • Languages

    English
I build web apps and AI tools, combining 5 years in product management with 3 years in frontend development. My projects span e-commerce, content creation, learning, and model API platforms. I offer requirements analysis, user flow design, AI-assisted development, API integration, functional testing, and AI output evaluation. As a native Chinese speaker, I also help review Chinese AI responses, improve Simplified Chinese UI copy, and check localized user flows. I work through written communication, with clear scope and deliverables agreed upfront.

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