nuq'a' generative AI {content} chu' pagh data analyze?	generative AI {content} chu' - {text}, {images}, {code} - pagh data analyze neH
wagh Qapla'pu'bogh {LLMs} - wa'DIch, cha'DIch, wej'DIch nuq?	wa'DIch: {algorithmic} {breakthroughs} - {transformer architecture}. cha'DIch: digital training data law'. wej'DIch: {computational power} law'
generative AI qapla' - cha' stage nuq?	wa'DIch: pre-training - {patterns} SuvwI'pu' {billions} {examples}. cha'DIch: fine-tuning - {instructions} follow
generative AI capabilities - nuq law'?	{versatility} {tasks} - {conversational awareness} - {external tools} {connect}
generative AI limitations - nuq?	{knowledge cutoff dates} - {hallucinations} - {context window} constraints - {reasoning} challenges
{hallucinations} - nuq'a'?	{factually incorrect outputs} - generative AI qapla'be'
effective applications - human AI - nuq?	human: {critical thinking}, {judgment}, {creativity}, {ethical oversight}. AI: {tasks} qapla'
generative AI {training} - {data} nuq?	{billions} {examples} - {patterns} analyze - pre-training