Adaptive reasoning agent¶
This accelerator showcases an agent's ability to adapt its reasoning behavior based on conversation dynamics. The agent acts as a customer support representative for the "DataInsight Pro" analytics platform.
In this example, the agent uses:
- GPT-4o for complex reasoning when corrections are detected.
- GPT-4o-mini for fast responses during smooth conversation flow.
- GPT-4o-mini as a reflection model to analyze the last three conversation turns and detect user corrections.
Specifically, the agent dynamically switches between models based on conversation analysis:
| Scenario | Model used | 動作 |
|---|---|---|
| Conversation flowing smoothly | GPT-4o-mini | Fast, direct responses |
| User corrects the agent | GPT-4o | More thorough reasoning |
| User rephrases question | GPT-4o | Agent recognizes confusion |
| Positive feedback received | GPT-4o-mini | Returns to efficient mode |
The following diagram provides an overview that illustrates the agent architecture.
┌─────────────────────────────────────────────────────────────┐
│ Frontend (React) │
│ ┌─────────────┐ ┌──────────────────────────────────────┐ │
│ │ Model Mode │ │ Reflection Log Panel │ │
│ │ Indicator │ │ (shows gpt-4o-mini reasoning) │ │
│ └─────────────┘ └──────────────────────────────────────┘ │
└─────────────────────────────────────────────────────────────┘
│
┌─────────────────────────────────────────────────────────────┐
│ Adaptive Agent │
│ 1. Store conversation history (last 3 turns) │
│ 2. Call reflection model (gpt-4o-mini) before response │
│ 3. Switch model based on correction detection │
│ - Corrections detected → GPT-4o (thorough) │
│ - Smooth conversation → GPT-4o-mini (fast) │
└─────────────────────────────────────────────────────────────┘
The following script, with model adaptation noted, is applied in the accelerator:
| Turn | ユーザープロンプト | Expected behavior | モデル |
|---|---|---|---|
| 1 | "What pricing plans do you offer?" | Lists 3 tiers (Starter, Pro, Enterprise) | GPT-4o-mini |
| 2 | "How do I export data?" | General export explanation | GPT-4o-mini |
| 3 | "No, I meant export to CSV specifically, not PDF" | Correction detected! Detailed CSV instructions | GPT-4o |
| 4 | "Can I schedule automated exports?" | Thorough answer with plan requirements | GPT-4o |
| 5 | "Thanks, that's helpful!" | Positive acknowledgment | GPT-4o-mini |