Author: Jatin Kamnani
Jatin Kamnani is a Software Development Engineer at Amazon who architects and ships production systems at the intersection of large-scale distributed computing and applied AI. He built ALAP (Automated Labor Assumptions Platform) from the ground up — a serverless platform that now powers labor planning across Amazon's entire North America Sort Center network of 100+ facilities, processing thousands of parallel computations weekly and driving the organization toward fully autonomous, "hands-off-the-wheel" planning. He also designs AI-native conversational assistants that combine LLM orchestration, real-time tool execution, and hierarchical reasoning to give operations teams natural language access to complex planning data. His systems span the full depth of the stack: high-throughput data services sustaining thousands of requests per second at peak, event-driven orchestration engines, cross-service integrations with labor optimization models, and responsive web platforms — consistently turning ambiguous, manual processes into automated, intelligent platforms that operate at network scale. He is based in Seattle, WA.