I will audit your ai workflow for reliability and failure risks

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Charles

About this gig

Is one AI workflow timing out, repeating actions, or failing without a clear recovery step? I will review one existing workflow using your redacted diagram, export, logs, or bounded code sample and give you a short, practical reliability report.


You will receive:

- A brief map of the input, key steps, and expected result

- Up to three prioritized failure risks or evidence gaps

- Specific next checks or fixes to consider


If the supplied evidence cannot confirm a suspected issue, I will label it as a hypothesis. One written clarification or correction is included.


This is a diagnostic review of one workflow. It does not include code changes, deployment, incident response, penetration testing, compliance certification, or a review of your whole product. Please share sanitized material only; do not send credentials or customer data in Fiverr chat.

Get to know Charles

Charles

Java Backend Developer and AI Application Engineer

  • FromChina
  • Member sinceJul 2024
  • Languages

    Chinese, English
Independent developer in Shenzhen since May 2026, with 20+ years in software development and 10+ years in architecture across banking, insurance, securities and real estate. I work on requirements, DDD, database design, microservices and integrations. Main stack: Java/Spring, React/RN, Next.js, Flutter, Go, Docker/Kubernetes. AI: Dify, LangChain/LangGraph, Claude Code and Codex. Experience includes web apps, APIs, automation and blockchain projects. I independently develop Wenxing, AIStackWatch and Tunehome. Available for remote project work; I prefer written communication.

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