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Zheng Hui

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AI agent engineer at a Hangzhou enterprise software company, building LLM-powered workflow automation with tool-use and memory. Designed the multi-agent orchestration layer that reduced manual data-entry work by 70%.

aillmapiarchitecture

Articles by Zheng Hui(3)

Implementing LLM fallback chains when primary models fail

Build resilient LLM-powered applications with fallback chains that handle API failures, rate limits, and model degradation gracefully — covering circuit breakers, provider routing, response quality detection, and observable failure handling.

llmreliabilityfallbackarchitectureerror-handling

17 July 2026

Fine-tuning vs RAG: when each approach makes sense

Fine-tuning and retrieval-augmented generation solve different problems, and choosing the wrong one wastes months of engineering effort. This article breaks down the decision criteria, hidden costs, and practical scenarios where each approach wins — and where combining them is the right answer.

fine-tuningragllmprompt-engineeringretrieval

16 July 2026