Apa iku prompt engineering?

Question

Accepted Answer

**Prompt engineering** minangka praktik nggawe **prompt** (instruksi/input) sing efektif kanggo entuk asil sing apik saka model AI, utamane LLM. Amarga LLM nanggapi prompt kanthi basa alami, cara sampeyan frasa prompt ngaruhi signifikan kualitas output.

## Apa iku prompt engineering

```text
PROMPT ENGINEERING → designing the input (PROMPT) you give an LLM to get the desired output:
  → LLMs respond to instructions in natural language → the prompt shapes the response
  → better prompts → better, more relevant, accurate results
  → no coding needed → you communicate with the model through well-crafted text
→ a key skill for effectively using LLMs
```

## Teknik dasar

```text
✓ BE CLEAR and SPECIFIC → state exactly what you want (vague prompts → vague results)
✓ Give CONTEXT → background info the model needs to respond well
✓ Specify FORMAT → ask for the output format you want (list, JSON, steps, length)
✓ Provide EXAMPLES (few-shot) → show examples of the desired input/output → guides the model
✓ Assign a ROLE → 'You are an expert...' → frames the response
✓ Break down COMPLEX tasks → step by step; 'think step by step' (chain of thought)
✓ ITERATE → refine the prompt based on results
```

## Mengapa iku penting

```text
→ the SAME model gives very different results based on the prompt → prompting is the
  main lever for output quality
→ effective prompting → get accurate, relevant, well-formatted, useful responses
→ increasingly valuable as LLMs are used everywhere (a practical, in-demand skill)
```

## Mengapa iku penting

Mahamani prompt engineering minangka kapengetahuan sing berharga lan saya akeh relevan amarga **prompting minangka cara utama entuk asil sing apik saka LLM**, sing digunakake ing mana-mana, dadi skill praktis sing dicari.

Prompt engineering — nggawe prompt efektif kanggo entuk asil apik saka LLM — penting amarga LLM nanggapi prompt kanthi basa alami, lan **cara sampeyan frasa prompt signifikan ngaruhi kualitas output**.

Mahamani apa iku prompt engineering (ndesain input sing sampeyan awak LLM entuk output sing dikarenan, kanthi prompt luwih apik nganggur asil luwih apik, ora butuh coding) nerangke skill kunci kanggo nggunakake LLM kanthi efektif.

Mahamani **teknik dasar** — dadi jelas lan spesifik (prompt samar-samar nganggur asil samar-samar), maringi konteks, nentokake format sing dikarenan, maringi conto (few-shot prompting), nemenan peran, mbelah tugas kompleks (chain-of-thought, mikir selangkah demi selangkah), lan iterasi — maringi toolkit praktis kanggo prompting efektif.

Mahamani **mengapa iku penting** — model sing sama nganggur asil beda-beda dhasaring prompt (dadi prompting minangka tuas utama kanggo kualitas output), prompting efektif nganggur respons akurat, relevan, format apik, lan saya berharga amarga LLM digunakake ing mana-mana — nerangke kaentingan prompt engineering lan nilai praktise.

Amarga LLM dadi bagian saka piranti lan workflow akeh, kemampuan prompt efektif minangka skill praktis saya berharga, saya dikarenan (kanggo pengembang lan liyane).

Amarga prompting minangka cara utama entuk asil apik saka LLM (model sing sama nganggur asil beda-beda dhasaring prompt), LLM digunakake luwes, lan prompting efektif (kejelasan, konteks, format, conto, peran, selangkah-demi-selangkah) minangka skill praktis, mahamani prompt engineering minangka kapengetahuan berharga, saya relevan — skill kunci kanggo nggunakake LLM kanthi efektif (tuas utama kanggo kualitas output), saya dikarenan amarga LLM dadi luwes, lan kapengetahuan praktis penting kanggo sapa wae sing manggon karo AI modern.