Sophia Lee

AI Systems & Automation — aiFlowTown

I design the systems that make AI useful at scale. My work favors plain architecture: fewer moving parts, predictable outputs, and faster iteration.

About

I build the automation backbone of aiFlowTown — toolchains, data plumbing, and evaluation loops that keep prompts reliable and measurable.

My focus is on orchestration glue, guardrails, and developer ergonomics so writers, designers, and engineers can ship flows with confidence.

AI Systems & Automation
aiFlowTown (2025–Present)
Owns the automation backbone: prompt framework kit, dataset versioning, eval dashboards, and rollout playbooks.
Prompt Frameworks & Evaluation
Previous Role
Designed testable patterns (inputs, constraints, metrics) and nightly checks to prevent regressions across guides/tools.
Data Engineering & Ops
Previous Role
Built pipelines for sample sets, anonymized logs, and feedback loops to continuously tune prompts and routing logic.

Core infrastructure: prompt kit, dataset registry, eval runners, and release checklists. Goal: safe, repeatable shipping.

Worked on automation and evaluation pipelines powering article generation, metadata validation, and ranking analysis.