Nitin's Profound AI Rep
Nitin's view on AI architecture shows how he weighs cost, latency, and accuracy.
Nitin Goel
Edges
Architecting Constrained Systems
Nitin designs systems around the constraints that materially shape their behavior, including storage limits, latency requirements, and cost. At Marlin, he built persistent storage for Nitro Enclave microservices. At Moonfrog, he structured fraud detection around a machine learning decision layer. His work turns infrastructure constraints into explicit architectural choices, with outcomes such as lower storage cost and maintainable system behavior.
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Improving Developer Platforms
Nitin improves the systems engineers rely on by tying platform choices to reliability, speed, and support burden. At Atlassian, he rebuilt Jira CI and built performance testing for cloud migration readiness. At Amazon, he changed URL encoding behavior to prevent recurring integration failures. The work converts recurring engineering friction into durable platform behavior, from faster pipelines to safer developer APIs.
Spotted in 2 Stories
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Leading Engineering Growth
Nitin leads engineers through technical reviews, career conversations, and shared problem-solving practices. At Atlassian, he led a five-person delivery team, ran design and code reviews, and held regular one-on-ones. At Samsung, he contributed to workshops and coding challenges for engineers. His leadership focuses on raising technical judgment while helping individuals develop in their careers.
Spotted in 1 Story
Nitin Goel
About Me
Nitin Goel is a software engineer with over nine years in distributed systems, platform engineering, and developer experience across Atlassian, Amazon, Marlin, and gaming.
At Atlassian, he worked on Jira platform performance and developer experience, including CI reliability, feature-gating automation, and a performance test framework for cloud migration readiness.
He rebuilt Jira CI reliability from 56% to 99.6%, cut CI cost by 44%, and reduced pipeline runtime from about 80 minutes to under 30 minutes.
At Marlin, he architected secure Nitro Enclave microservices and a tiered storage layer that reduced storage operational cost by 60%.
Nitin Goel
I use AI where ambiguity needs judgment, and deterministic systems where speed and cost matter.”
Nitin Goel
On AI architecture