Collin Cao
@collincao
Full‑stack software engineer building scalable AI‑enabled web systems.
What I'm looking for
I am a full‑stack software engineer focused on building scalable web and backend systems integrated with AI/ML pipelines, cloud infrastructure, and real‑time data processing. I have delivered production systems at scale — from Next.js frontends with ISR/SSR and edge caching to Python FastAPI microservices, ETL pipelines, and LLM‑driven features using Bedrock and SageMaker.
I thrive in fast‑paced, collaborative environments where reliability and automation matter; I’ve improved release cadence from weekly to daily with CI/CD and IaC, re‑architected core services to support 2× concurrent user growth without downtime, and built real‑time dashboards and GraphQL/WebSocket APIs that boost decision making and responsiveness.
Experience
Work history, roles, and key accomplishments
Delivered a Next.js frontend with ISR/SSR and Node.js APIs, cutting p95 page load by ~40% and built FastAPI microservices and ETL jobs to normalize clinical content and generate certificates. Added LLM-based tagging/search and deployed on AWS (Bedrock/SageMaker, Lambda, RDS) to boost knowledge discovery and editorial throughput.
Senior Software Engineer
Unknown
Aug 2024 - Oct 2024 (2 months)
Re-architected core services to improve reliability and supported 2× growth in concurrent users without downtime; designed and launched full-stack dashboards (React + Node.js) visualizing real-time data to improve decision-making speed.
Built and scaled CI/CD pipelines using Docker and Kubernetes, reducing release cycles from 7 days to 6 hours and automated migration of legacy applications to Oracle Cloud Infrastructure to improve uptime and resource utilization.
Built backend services in Python and Node.js to process large-scale data workflows and prepared systems for AI/analytics integration while maintaining cloud applications and improving reliability.
Software Engineer Intern
Unknown
Jan 2019 - Aug 2019 (7 months)
Deployed automation and continuous integration for next-generation products, resulting in a highly automated optimization system that supported efficient and consistent software delivery.
Intern
Baidu, Inc
May 2018 - Jul 2018 (2 months)
Assisted in AI research projects focused on scalable algorithms and large-scale data processing and supported engineering of streaming analytics and event-driven architectures.
Academic Intern
University of California, Berkeley
Jan 2017 - May 2017 (4 months)
Supported projects in algorithms and artificial intelligence with focus on streaming analytics, WebSockets, and HIPAA/FHIR compliance for research prototypes.
Education
Degrees, certifications, and relevant coursework
University of California, Berkeley
Bachelor of Science, Computer Science
2016 - 2020
Completed a Bachelor's Degree in Computer Science with coursework in algorithms and artificial intelligence from 2016 to 2020.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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