Systematically Improving Your RAG - jxnl.co

To replace indexes with a single, consolidated model, it must be possible for the model itself to have knowledge about the universe of document identifiers, in the same way that traditional indexes do. One way to accomplish this is to move away from traditional LMs and towards corpus models that jointly model term-term, term-document, and document-... See more

Throughout this post, I’ve shared patterns I’ve observed across dozens of AI implementations. The most successful teams aren’t the ones with the most sophisticated tools or the most advanced models – they’re the ones that master the fundamentals of measurement, iteration, and learning.

The core principles are surprisingly simple:

1. Look at your data.

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“What should I do with my life” is a very common question that everyone has probably thought about. There exists a ton of answers to this question by believable people throughout various books, blogs and interviews. Indeed, the way you’d solve this is probably by reading some of those books, blogs and interviews by people you admire and trust. ... See more