Wa ya bambanta AI agent daga regular chatbot?

Question

Accepted Answer

**chatbot** na yau da kullun kawai yana amsa tare da rubutu — ka tanunni, yana amsa, kuma ido ya ƙarewa can. **agent** yana gudna loop: yana iya kiran **tools** don yin ayyuka, lura da sakamakon, da kuma maimaita zuwa burin sai aka kammala yanayin dakewa. Bambanci shine yin aiki, ba kawai magana ba.

## Me ya fa dace

```text
Goal → [think → call a tool → observe result → think again] → repeat → stop when done
```

A kowane mataki agent yana yanke shawo kan abin da za a yi na gida bisa ga abin da ya koyo, maimaita jiya sakamakon isu da tsayawa.

## Ayyukan Agent na zahiri

"tools" na agent yana ba shi damar yin aiki akan duniya:

- **Karanta da rubuta fayil** — bubugi fayil tushe, gyara shi, adana sauye-sauye.
- **Gudna umarnin** — gudna gini, gudna jerin bsui, shigar da kunshin.
- **Bincike** — grep codebase, tambaya bakin bakin bakin, nemo wani abu.
- **Kira APIs** — bugi aiki na waje kuma yi amfani da amsa.

## Misali

```text
Goal: "Fix the failing test."
  1. Run the test suite        → observe: test_login fails
  2. Read the failing test     → observe: it expects a 200, got 500
  3. Search for the handler    → observe: missing null check
  4. Edit the handler file     → write the fix
  5. Run the test suite again  → observe: all pass
  → stopping condition met: tests green, done
```

Chatbot na iya kawai *bayyana* dama karimci; agent ya haqi shi ainihi kuma ya tabbatar da sakamakon ta hanyar gudna jerin bui shi kansa.

## Me ya fa dace

Tunawa da loop na agent yana bayyana dalilin da yasa agents na iya gama gaida na aiki marasa sira — natsi kuskure, sake bincike, bincike — maimaita fassarar shi kawai. Tool-call-observe-iterate zagaye, tare da haɓaka kura, shine abin da ke bugi model na harshe daga mai samar da rubutu na tattaunawar zuwa abin da ainihi yake buguwa ayyuka.