Fresher / New Grad

Chunk overlap: what it protects against and what too much of it costs

Identify the first lever when Mixtral 8x7B refuses to load on a 24 GB GPU.

Define sparse upcycling and what it reuses from a dense checkpoint.

Why do DeepSeek style stacks slice the FFN into many small experts instead of a few large ones?

Predict each expert's token share in a perfectly balanced top-2-of-8 MoE layer.

Describe garak's role in the red team toolchain

Identify what Lakera Gandalf is and its training data value

Tell apart the NIST AI RMF from its Generative AI profile

Describe the four NIST AI RMF functions and how the GenAI Profile extends them

Describe LLM09 overreliance and one concrete UX mitigation

Identify LLM01 in the OWASP LLM Top 10

Why run a toxicity classifier on output even when the model was RLHF tuned to refuse harmful content

Pick the right reaction when an output guardrail detects a phone number the model just emitted

Identify two attack vectors specific to multimodal models

Identify the refusal suppression pattern in this user prompt

Identify what a secrets scanner blocks in user input

Match each safety check to the rail it belongs on

PremiumWhy scan user input…

Why deploy a language detection gate on a regulated chatbot

Distinguish direct from indirect prompt injection with concrete sources

Describe what OpenAI's Moderation API classifies and what it does not

Identify what Llama Guard 4 adds over Llama Guard 3

Pick the primary focus shared by Lakera Guard and Protect AI Rebuff

Describe Anthropic's built in safety filtering layer

PremiumWhy does an agent…