Prompts and plugins hold 40 percent of LLM-ACA while fine-tuning holds 12. Here is how the seven weighted sections, the 80 point pass mark and the two sibling exams fit together.
Alibaba Cloud LLM Engineer Associate: Where the Marks Sit
prompt engineering
The AI Practitioner Blueprint Quietly Grew Teeth
Most study notes for this credential describe a definitions quiz. The published objectives describe multi-agent patterns, context engineering and grounding, and 52 percent of the paper is foundation models.
AWS Generative AI Certification: The Two Domains That Decide AIP-C01
Two domains carry 57 percent of AIP-C01 between them, and both are about retrieval and model choice rather than safety. This guide maps the five weightings, names the AWS services that appear across domains, and explains the year of hands-on work AWS expects before you book.
