Generating embeddings is the easy part. Keeping them in sync as your data changes — at scale, without downtime — is where the real engineering lives. Here's how to build the full pipeline on MongoDB Atlas.
Most scaling advice is generic. Here are the patterns that have consistently worked across real systems handling millions of requests — and the ones that sound good but fail in practice.
Oil above $100, the Strait of Hormuz closed, helium supplies collapsing, data center costs surging. The US strikes on Iran aren't just a geopolitical event — they're a supply chain and infrastructure shock that will ripple through the tech industry for years.
AI engineering isn't just software engineering with a model attached. The feedback loops, failure modes, and quality signals are fundamentally different. Here's how to think about it.
The choice between Postgres and MongoDB isn't about which is 'better.' It's about understanding the access patterns, consistency requirements, and operational constraints of your system.
SOLID is the most cited and least understood set of principles in software engineering. Most explanations stop at the acronym. Here's what each principle actually means for your codebase — and when to break them.
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