Quiz · 5 questions
⚖️ Real-World Comparison
Choosing dense, MoE, or reasoning per workload — and the cost-and-latency napkin math
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Quiz
01MoE and reasoning are described as 'orthogonal'. What does this mean practically?
Hint
Different axes = independent dimensions = combinable.
02For an agent workflow that makes dozens of LLM calls per user task, which is the WORST default choice?
Hint
Many × big = much.
03A team wants to deploy an LLM locally on a single 80GB GPU. Which would work best?
Hint
Memory follows total params, not active.
04When is reasoning mode generally a poor default choice?
Hint
Reasoning helps where there's something to reason about.
05Which combination represents the current state-of-the-art frontier paradigm in 2026?
Hint
What does the current open-weight frontier look like?
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