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Joshua Kristein

@joshuakristein

Senior full-stack engineer specializing in scalable AI systems, real-time pipelines, and personalization.

United States
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What I'm looking for

I seek challenging roles building production AI and real-time systems, with cross-functional collaboration, mentorship opportunities, and impact-driven product work.

I am a Senior Full-Stack Software Engineer with nine years building scalable, AI-powered applications and distributed systems, primarily at Meta. I specialize in Python, React, Java, and PHP, and have led architecture and productionization of RAG pipelines, transformer-based integrations, real-time data processing, and high-throughput microservices to drive measurable improvements in personalization and performance.

I architected and scaled the Instagram Reels feed and semantic search, improving watch time and relevance through LLM integrations, Kafka-based exactly-once pipelines, resilient microservices, and optimized model serving. I mentor junior engineers, collaborate closely with ML and product teams, and deliver robust monitoring, testing, and CI/CD practices that reduce latency, increase uptime, and catch regressions before release.

Experience

Work history, roles, and key accomplishments

Meta logoME
Current

Senior Software Engineer

Meta

Aug 2020 - Present (5 years 7 months)

Architected and scaled Instagram Reels personalization and semantic search pipelines, increasing average session watch time by 28% and reducing inference latency by 63% while maintaining 99.97% uptime. Built real-time Kafka-based data pipelines, GraphQL microservices, and React/Next.js frontends, and mentored engineers leading to multiple promotions.

Meta logoME

Software Engineer

Meta

Jul 2017 - Jul 2020 (3 years)

Contributed to RPC routing and service discovery infrastructure, building high-availability microservices and real-time dashboards that supported tens of thousands of services and billions of daily RPCs. Improved reliability with Redis caching and Python integration tests for sub-second failure detection.

Education

Degrees, certifications, and relevant coursework

University of Florida logoUF

University of Florida

Bachelor of Science, Computer Science

2013 - 2017

Completed a Bachelor of Science degree with coursework in computer science and software engineering fundamentals from 2013 to 2017.

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