From LLM Prompt to Production (1/9) - Understanding the Problem
Having a working LLM prompt is never enough. There is a long journey from a working prompt to a working enterprise scale application.
From LLM Prompt to Production (2/9) - Choosing the Technology
Choosing the right technology is the most important component of your success. The language, database and cloud service have a major impact on everything you do.
From LLM Prompt to Production (3/9) - Architecture Patterns
The architecture patterns dictate how the application behaves. Perfect implementation and testing is never enough if the architecture itself is faulty.
From LLM Prompt to Production (4/9) - Multi Prompt Design
If you are doing more than a "Hello World", you should be using a chain of prompts that collectively gather the required outcome.
From LLM Prompt to Production (5/9) - Additional Complexity
Enterprise scale applications have many other decisions that complicate the architecture. Bedrock or standard hosting, RAG or Text prompts, and many such decisions define your journey
From LLM Prompt to Production (6/9) - Redundancy and Scalability
Any enterprise scale application is incomplete unless you put in all the effort on ensuring redundancy and scalability.
From LLM Prompt to Production (7/9) - Security and Compliance
In the era of hackers and nerds going crazy over data privacy, security and compliance have to be an important component of our solution
From LLM Prompt to Production (8/9) - Performance Optimization
POC always looks great. But is the response fast enough - always?
From LLM Prompt to Production (9/9) - Monitoring & Observing
One good response on the LLM does not mean that every response is good. Each customer should get the perfect answer. And we should be confident that this is a fact.