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Timothy Lee
Senior Full-Stack Engineer specializing in AI platforms and scalable web systems
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About
Built and shipped production agentic/LLM systems that could safely perform real customer and subscription operations, not just answer questions. Demonstrates unusually strong depth in agent orchestration, tool safety, evals, tracing, and backend workflow design across Node.js/TypeScript, Go, Redis, Postgres, Kafka, and GPT-4.
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Key Strengths
- Shipped production LLM agents end-to-end for customer support and ops workflows
- Strong agent architecture design with constrained state-machine orchestration
- Deep experience building safe tool-calling systems for real business actions
- Production reliability focus with timeouts, retries, schema validation, and human-in-the-loop rollout
- Maintainable platform design via declarative tool registry and policy layer
- Robust evaluation strategy with golden conversation regressions and LLM/human review
- Strong observability and tracing for non-deterministic systems
- Backend orchestration expertise across real-time APIs, queues, Redis, Postgres, and Kafka
- Balances latency, cost, reliability, and safety tradeoffs in production AI systems
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