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Technical Profile

DennySORA

李汶道 DennySORA ~/dennysora/detail

Engineering systems from infrastructure to AI.

Senior Software & Cloud Engineer focused on AI systems, backend engineering, cloud infrastructure and cybersecurity. I work across LLM architecture, training and inference, distributed systems and Kubernetes platforms, with an emphasis on understanding the mechanisms beneath abstractions and validating engineering decisions through measurement.

Engineering Identity

AI Systems

LLM Architecture Training & Post-training Inference Optimization Quantization Agent Orchestration AI Platform Engineering

Interested in AI as a complete system rather than only an API: model architecture, training, inference, orchestration, deployment and production integration.

Cloud & Distributed Systems

Kubernetes / EKS AWS Kafka Microservices Observability Platform Engineering

Designing and operating distributed backend and cloud systems with attention to performance, failure modes, observability, cost and maintainability.

Security

PII Protection Policy Enforcement Tenant Isolation Access Control Auditability Security Architecture

Security as part of system design: protecting data, enforcing policy, and isolating tenants across AI and cloud platforms.

Research & Systems Thinking

Transformer Architecture Efficient Inference Model Scaling Interpretability Adaptive Computation Speech AI

Exploring model architecture and systems questions through implementation, experiments and measurable trade-offs.

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