Waxaad ka soo bandhigay in aad u fiican, LLM sidoo kale sidoo kale waxay ku yaalaa sida loo yaabaa. What should you try next? Do you edit the prompt? Change the model? Fine-tune? Qalabka ugu horeysay waa in ay ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah in ay ka mid ah in ka mid ah in ka mid ah in ka mid ah in ka mid ah in ka mid ah in ka mid ah wax soo saarka. Principle V: Follow Prompt-Fix Escalation Ladder Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka (Eee waa mid ka mid ah seryaha ah ee loo yaqaan Principles of AI Engineering: see posts) Haku Haku iyo ) 1 2 3 4 1 2 3 4 Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay: Expanding and rephrasing instructions. Adding examples. Adding an explanation field. Using a different model. Breaking up a single prompt into multiple prompts. Fine-tuning the model. Throwing the laptop out the window in frustration. Markaas ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Waxaad ka mid ah ka mid ah wax soo saarka ah. Dhamaan ugu horeysay waa in ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka. Lightweight Approaches Qalabka Lightweight Adding Instructions Ma rabtaa in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay. Waayo, sidoo kale waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Haku Haku 1 2 1 2 Adding Examples Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Haku 3 3 Tusaale ah oo ka mid ah 2 shots (Language Detection): Detect the language of the text and output it in the JSON format: {“language”: “name_of_language”}. If you don’t know the language, output “unknown” in the language field. Example I: Input: Hello Output: {“language”: “English”} Example II: Input: EjnWcn Output: {“language”: “Unknown”} Text: {{text}} Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay ( ), laakiin sidoo kale waa mid ka mid ah qiimeynta iyo qiimeynta. 4 4 Adding an Explanation Field LLMs, sida dadka, waxay ka caawinayaa in ay ku qiyaasta in ay ku qiyaasta "qiyaasta" ee JSON-ka iyo wax soo saarka waa badan si ay u fiican. Waxaa sidoo kale ka caawinayaa in ay ka mid ah in ay ka mid ah in ay ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka. Qalabka dhismaha iyo dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha dhismaha iyo dhismaha dhismaha dhismaha iyo dhismaha dhismaha dhismaha iyo dhismaha dhismaha dhismaha iyo dhismaha dhismaha dhismaha dhismaha iyo dhismaha dhismaha dhismaha dhismaha ( Haku 5 5 Waxaad sidoo kale loo isticmaali karaa a Waxaad u baahan tahay codka ugu badan ama codka ugu badan in la isticmaali karaa si loo isticmaali karaa codka CoT. Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Changing the Model Sida loo yaqaan 'OpenAI's o3 model waa ugu fiican ee loo yaqaan 'OpenAI's o3 model' ee loo yaqaan 'OpenAI's o3 model' ee loo yaqaan 'OpenAI's o3 model' ee loo yaqaan 'OpenAI's o3 o3 model' ee loo yaqaan 'OpenAI o3 o3 o3 o3 o3 o3 o3 o3 o3 o3 o3 o3 o3 o3 o4o o4o o4o o4o o4o o4o o4o o4o o4o o4o o4o. Waayo, sidoo kale waxaa laga yaabaa in ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Heavyweight Approaches Qalabka Heavyweight Sida loo yaabaa, waxaa laga yaabaa in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Breaking Up the Prompt Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay. Splitting the prompt by area of responsibility. Using a new prompt as a guardrail reviewing output of the previous one. Waxaa laga yaabaa in ay ku yaalaa in Waxa uu ku saabsan in ay ku saabsan in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Qalabka III Qalabka III Fine-Tuning Fine-tuning waa mid ka mid ah qiyaastii ah in ay isticmaali karaa in ka badan oo ka mid ah wax soo saarka. For most problems, I use it as a last resort. Sida loo yaqaan 'Fine-tuning' waxaa laga yaqaan 'Fine-tuning' waxaa laga yaqaan 'machine learning' ah. Sida loo yaabaa, waxaa loo isticmaali karaa wax soo saarka badan oo ka mid ah wax soo saarka iyo wax soo saarka ah oo ka mid ah wax soo saarka. Ku saabsan Generative AI Ku saabsan Generative AI Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Waxaa laga yaabaa in ay ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka. Qalabka waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Waxaad ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka. Waayo, waxaa loo isticmaali karaa in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Conclusion Qalabka Ma rabtaa in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay. If you’ve this post – Subscribe for more.
