Nucleus AI

We design systems that shape tomorrow. Exploring the frontiers of software, artificial intelligence, and resilient architectures to build the foundations of modern engineering.

Engineering Intelligence

Latest research and updates.

2026-02-12

Building a High-Performance Synthetic Image Generation Pipeline: A Deep Dive

How we built a scalable image generation system that creates millions of aesthetic quote images for training vision-language models

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2026-02-12

NucleusAI Migrated 1.5B Objects from S3 to GCS in under 96 hours

Most migration writeups optimize for copy throughput. Ours optimized for dataset correctness under transformation. While moving the bytes, we rewrote the dataset’s metadata contract, validated payloads, and emitted replayable failure ledgers without turning the operation into weeks of manual tail-chasing.

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2026-02-11

Scalable Web Scraping at Scale: A Serverless Lambda Architecture

In the age of big data, scraping millions of URLs efficiently while avoiding rate limits and detection remains a significant engineering challenge. This article details our production-grade serverless web scraping system that leverages AWS Lambda to process thousands of URLs concurrently while maintaining reliability and stealth.

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