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Nick Wang
Entry-level Software Engineer specializing in AI systems and GPU infrastructure
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About
Built a production LLM-powered diagnostic agent at Supermicro that automated triage of NVIDIA H100/H200 GPU cluster failures by parsing BMC/Redfish logs and recommending fixes from historical RMA data. Their work combined agent architecture, reliability engineering, and backend optimization, delivering a 30% reduction in resolution time and 50% lower database load.
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Key Strengths
- Shipped LLM diagnostic agent to production at Supermicro
- Automated GPU cluster failure triage using IPMI/Redfish and log analysis
- Built production-grade reliability safeguards with structured validation and human fallback
- Reduced GPU cluster failure resolution time by 30%
- Cut database load by 50% through indexing and caching optimization
- Strong systems thinking around silent failure handling and safe fallback design
- Architected deterministic multi-step agent workflows with centralized state management
- Applied schema-enforced function calling and validation to make LLM behavior predictable
- Experience normalizing messy operational log data before agent actions
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