nuq'a' generative AI? ghaH'a' data analysis je?	Generative AI content chu' SoH. Data existing analyze neH AI types latlh.
tlhIngan Hol Dajatlhbe'chugh, nuq'a' transformer architecture?	Transformer architecture foundation technological modern LLMs. Development major wa'DIch ghaH.
pre-training'a' fine-tuning'a' nuq'a' chuq'a'?	Pre-training: patterns billions examples SoH. Fine-tuning: instructions follow helpfully SoH.
generative AI strength'a' nuq'a' business Dajatlhbe'chugh?	Versatility tasks across. Conversational flow. External tools connecting.
hallucination'a' nuq'a' generative AI?	AI source plausible invent confident. Source real neH 'a' website accurate neH.
knowledge cutoff'a' nuq'a' ghaH?	AI training data time specific. Information outdated present confident.
context window size'a' nuq'a' ghaH?	Context window: text length maximum AI process. Limitation current ghaH.
human AI strengths pair'a' best applications'a' nuq'a'?	Human: judgment, creativity, oversight. AI: speed, scale. Together: optimal.
multi-step reasoning complex'a' generative AI reliable'a'?	Reasoning multi-step complex: limitation current. Reliable neH tasks simple.
generative AI training'a' ethical considerations'a' nuq'a'?	Training data vast. Hallucinations possible. Oversight human necessary. Limitations acknowledge must.