AMD

Distinguish short term vs long term agent memory and name a failure mode specific to each

Explain Constitutional AI and how it reduces reliance on human preference labels

What MetaGPT's 'standard operating procedure' framing buys over generic agent teams

Which failure pattern points to chunk size being too large rather than too small?

Why embed and match on small chunks but feed the LLM a larger parent passage?

Select every lever that reduces the cost of a chatty multi-agent workflow

What does LoRA's α/r ratio control, and why is α = 2r a common default?

Walk through LlamaIndex's Document → Node → Index → QueryEngine pipeline and explain why this shape slots into RAG more naturally than LangChain's Runnable model

Design a customer support copilot that handles a million tickets a month

Identify the concrete lock in costs a framework imposes on a production codebase (select all that apply)