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ServiceTitan Principal AI Engineer David Stein shared how to rethink large-scale architectural migrations using AI. The "assembly line" pattern decomposes legacy codebase refactoring into standardized tasks for massive parallelization. Programmatically rigid validation loops eliminate LLM hallucinations and accelerate engineering agility.
ServiceTitan remains a buy despite a 30% year-to-date decline, with accelerating revenue growth and a $30 billion addressable market at only 3% penetration. AI disruption risk is overstated as core trades customers are insulated and usage-based revenue rises. The company meets Rule of 40 criteria with mid-20s revenue growth and 75%+ gross margins.
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