# Agent Time Share Summary

## BookWriter-A2A

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Book QA Lead | 8.1% | 11.5% | 6.1% | 5.3% | 7.3% | 8.3% | 21.8% | 8.7% |
| Chapter Drafter | 51.8% | 25.1% | 58.8% | 52.6% | 40.1% | 36.2% | 40.8% | 49.2% |
| Chapter Researcher | 29.7% | 41.4% | 23.3% | 29.6% | 33.6% | 36.4% | 26.7% | 28.9% |
| Outline Generator | 2.6% | 5.8% | 1.3% | 3.8% | 3.7% | 1.7% | 1.9% | 2.8% |
| Topic Researcher | 7.7% | 16.2% | 10.5% | 8.7% | 15.3% | 17.5% | 8.8% | 10.3% |

## BookWriter-H_A2A

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Book QA Lead | 1.1% | 4.2% | 3.2% | 5.8% | 3.6% | 4.0% | 7.1% | 4.7% |
| Chapter Drafter | 61.8% | 31.6% | 73.9% | 57.0% | 48.3% | 48.9% | 46.7% | 56.9% |
| Chapter Researcher | 34.4% | 50.0% | 17.8% | 26.2% | 41.1% | 40.7% | 38.5% | 30.0% |
| Outline Generator | 2.0% | 2.5% | 1.2% | 3.5% | 4.1% | 1.9% | 3.0% | 2.8% |
| Topic Researcher | 0.7% | 11.8% | 3.8% | 7.4% | 3.0% | 4.5% | 4.7% | 5.5% |

## BookWriter-MCP

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Book QA Lead | 7.7% | 11.0% | 7.4% | 5.6% | 7.4% | 8.6% | 22.0% | 9.2% |
| Chapter Drafter | 53.0% | 25.3% | 68.3% | 55.8% | 41.8% | 40.7% | 38.9% | 52.7% |
| Chapter Researcher | 29.6% | 44.1% | 17.5% | 27.0% | 31.6% | 33.2% | 28.3% | 26.6% |
| Outline Generator | 2.6% | 5.0% | 1.4% | 2.9% | 3.9% | 1.8% | 2.5% | 2.6% |
| Topic Researcher | 7.1% | 14.6% | 5.5% | 8.7% | 15.3% | 15.8% | 8.4% | 8.9% |

## EmailResponder

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Email Responder | 25.1% | 25.0% | 29.5% | 25.6% | 6.6% | 4.8% | 25.3% | 15.3% |
| Email Classifier | 74.9% | 75.0% | 70.5% | 74.4% | 93.4% | 95.2% | 74.7% | 84.7% |

## EmailResponder-MCP

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Email Responder | 25.0% | 30.6% | 32.4% | 22.9% | 6.7% | 4.3% | 20.3% | 15.0% |
| Email Classifier | 75.0% | 69.4% | 67.6% | 77.1% | 93.3% | 95.7% | 79.7% | 85.0% |

## GameBuilder

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| QA Lead | 35.7% | 45.7% | 43.5% | 35.8% | 29.1% | 28.2% | 47.0% | 38.6% |
| QA Engineer | 37.8% | 39.3% | 38.1% | 40.9% | 41.2% | 49.0% | 39.9% | 40.6% |
| Software Engineer | 26.5% | 15.0% | 18.5% | 23.3% | 29.7% | 22.8% | 13.1% | 20.9% |

## GameBuilder-MCP

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| QA Lead | 35.6% | 46.8% | 43.6% | 37.3% | 24.6% | 34.0% | 43.1% | 39.0% |
| QA Engineer | 36.7% | 41.7% | 40.0% | 42.7% | 42.4% | 46.3% | 36.5% | 41.1% |
| Software Engineer | 27.7% | 11.5% | 16.4% | 20.0% | 33.0% | 19.7% | 20.4% | 19.9% |

## LandingPageGenerator-A2A

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Content Editor | 67.9% | 64.3% | 87.9% | 61.0% | 65.7% | 71.4% | 86.8% | 74.3% |
| Template Selector | 11.1% | 5.4% | 4.2% | 14.7% | 6.3% | 6.2% | 3.2% | 7.8% |
| Idea Analyst | 21.0% | 30.3% | 8.0% | 24.3% | 28.0% | 22.5% | 10.0% | 17.9% |

## LandingPageGenerator-H_A2A

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Content Editor | 68.8% | 70.2% | 89.0% | 60.4% | 80.1% | 79.6% | 94.0% | 78.4% |
| Template Selector | 4.6% | 9.8% | 2.3% | 11.9% | 9.4% | 6.4% | 0.8% | 6.2% |
| Idea Analyst | 26.7% | 20.1% | 8.7% | 27.6% | 10.5% | 13.9% | 5.2% | 15.4% |

## LandingPageGenerator-MCP

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Content Editor | 71.3% | 67.9% | 78.6% | 54.2% | 72.5% | 75.5% | 76.2% | 67.5% |
| Template Selector | 9.6% | 4.0% | 7.0% | 18.1% | 4.4% | 4.4% | 5.6% | 10.0% |
| Idea Analyst | 19.0% | 28.1% | 14.5% | 27.6% | 23.1% | 20.1% | 18.1% | 22.5% |

## MarkdownValidator

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Markdown Reviewer | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% |

## MarkdownValidator-MCP

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Markdown Reviewer | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% | 100.0% |

## RecruitmentAssistant-A2A

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Interview Materials Coordinator | 25.2% | 16.8% | 27.4% | 22.1% | 28.9% | 30.6% | 5.3% | 16.4% |
| Candidate Evaluator | 42.8% | 64.6% | 53.5% | 57.7% | 46.7% | 44.2% | 88.2% | 68.4% |
| Job Requirement Analyst | 32.0% | 18.6% | 19.1% | 20.2% | 24.4% | 25.1% | 6.5% | 15.1% |

## RecruitmentAssistant-H_A2A

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Interview Materials Coordinator | 35.5% | 23.5% | 25.4% | 21.0% | 33.4% | 34.5% | 16.3% | 21.2% |
| Candidate Evaluator | 52.0% | 69.3% | 65.8% | 64.8% | 55.2% | 54.2% | 82.1% | 71.0% |
| Job Requirement Analyst | 12.5% | 7.2% | 8.9% | 14.2% | 11.3% | 11.4% | 1.6% | 7.8% |

## RecruitmentAssistant-MCP

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Interview Materials Coordinator | 26.9% | 12.6% | 28.0% | 21.5% | 30.8% | 34.4% | 5.8% | 16.2% |
| Candidate Evaluator | 39.2% | 70.6% | 53.5% | 61.4% | 45.3% | 42.2% | 87.4% | 70.0% |
| Job Requirement Analyst | 34.0% | 16.8% | 18.5% | 17.0% | 23.9% | 23.5% | 6.8% | 13.7% |

## SQLAssistant-A2A

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SQL Insights Analyst | 32.5% | 51.5% | - | 1.8% | 6.9% | 19.7% | 33.4% | 5.7% |
| SQL Compliance Checker | 21.3% | 15.1% | 12.7% | 11.5% | 35.5% | 13.8% | 14.8% | 14.2% |
| SQL Query Reviewer | 19.5% | 18.0% | 36.3% | 49.7% | 24.4% | 22.4% | 26.0% | 42.9% |
| SQL Query Generator | 26.7% | 15.4% | 51.0% | 37.1% | 33.3% | 44.1% | 25.8% | 37.2% |

## SQLAssistant-H_A2A

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SQL Insights Analyst | 16.6% | 10.5% | 14.4% | 2.2% | 9.0% | 4.5% | 15.0% | 4.6% |
| SQL Compliance Checker | 51.2% | 48.7% | 28.3% | 1.8% | 19.0% | 30.1% | 22.4% | 8.9% |
| SQL Query Reviewer | 14.3% | 21.3% | 23.7% | 55.8% | 26.2% | 26.8% | 32.5% | 47.8% |
| SQL Query Generator | 17.9% | 19.4% | 33.7% | 40.2% | 45.7% | 38.6% | 30.2% | 38.7% |

## SQLAssistant-MCP

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SQL Insights Analyst | 12.4% | 18.1% | 26.3% | 3.9% | 9.2% | 14.1% | 21.9% | 8.4% |
| SQL Compliance Checker | 39.6% | 36.9% | 26.1% | 13.1% | 23.1% | 41.5% | 30.8% | 18.4% |
| SQL Query Reviewer | 20.4% | 27.1% | 20.2% | 54.7% | 32.7% | 18.5% | 23.0% | 45.2% |
| SQL Query Generator | 27.6% | 17.8% | 27.3% | 28.2% | 35.0% | 25.9% | 24.2% | 28.0% |

## SocialMediaManager-A2A

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| X Post Verifier | 47.7% | 34.7% | 26.0% | 57.0% | 27.4% | 20.4% | 43.7% | 45.7% |
| Shakespearean Bard | 21.3% | 51.8% | 54.5% | 32.7% | 29.3% | 28.7% | 35.7% | 37.0% |
| Topic Analyst | 31.0% | 13.5% | 19.6% | 10.2% | 43.2% | 50.9% | 20.6% | 17.3% |

## SocialMediaManager-H_A2A

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| X Post Verifier | 50.0% | 31.1% | 24.6% | 51.0% | 40.9% | 33.7% | 52.5% | 45.0% |
| Shakespearean Bard | 22.6% | 53.7% | 63.1% | 32.2% | 46.2% | 46.8% | 34.3% | 39.3% |
| Topic Analyst | 27.4% | 15.2% | 12.3% | 16.7% | 12.9% | 19.6% | 13.2% | 15.7% |

## SocialMediaManager-MCP

Each column shows the agent time share within a single model (percentage only).

| Agent | GPT-5 | GPT-4o-mini | DeepSeek-V3.1 | DeepSeek-R1 | Gemini-2.5 | Gemini-2.5-NT | Qwen3-235b | Project Total (%) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| X Post Verifier | 46.3% | 35.3% | 30.0% | 56.3% | 29.0% | 20.9% | 47.9% | 46.6% |
| Shakespearean Bard | 20.6% | 53.5% | 52.4% | 35.4% | 30.7% | 27.8% | 29.7% | 38.7% |
| Topic Analyst | 33.1% | 11.1% | 17.7% | 8.3% | 40.2% | 51.4% | 22.4% | 14.7% |

## Series-level summary (all projects + models within the same series)

### BookWriter

| Agent | Share (%) |
| --- | --- |
| Chapter Drafter | 52.7% |
| Chapter Researcher | 28.4% |
| Topic Researcher | 8.4% |
| Book QA Lead | 7.7% |
| Outline Generator | 2.8% |
#### Per-model summary

**GPT-5**

| Agent | Share (%) |
| --- | --- |
| Chapter Drafter | 55.1% |
| Chapter Researcher | 31.1% |
| Book QA Lead | 5.9% |
| Topic Researcher | 5.5% |
| Outline Generator | 2.4% |
**GPT-4o-mini**

| Agent | Share (%) |
| --- | --- |
| Chapter Researcher | 45.5% |
| Chapter Drafter | 27.6% |
| Topic Researcher | 14.0% |
| Book QA Lead | 8.7% |
| Outline Generator | 4.3% |
**DeepSeek-V3.1**

| Agent | Share (%) |
| --- | --- |
| Chapter Drafter | 66.5% |
| Chapter Researcher | 19.7% |
| Topic Researcher | 6.8% |
| Book QA Lead | 5.7% |
| Outline Generator | 1.3% |
**DeepSeek-R1**

| Agent | Share (%) |
| --- | --- |
| Chapter Drafter | 55.0% |
| Chapter Researcher | 27.7% |
| Topic Researcher | 8.3% |
| Book QA Lead | 5.6% |
| Outline Generator | 3.4% |
**Gemini-2.5**

| Agent | Share (%) |
| --- | --- |
| Chapter Drafter | 43.2% |
| Chapter Researcher | 35.4% |
| Topic Researcher | 11.3% |
| Book QA Lead | 6.1% |
| Outline Generator | 3.9% |
**Gemini-2.5-NT**

| Agent | Share (%) |
| --- | --- |
| Chapter Drafter | 41.4% |
| Chapter Researcher | 36.6% |
| Topic Researcher | 13.1% |
| Book QA Lead | 7.1% |
| Outline Generator | 1.8% |
**Qwen3-235b**

| Agent | Share (%) |
| --- | --- |
| Chapter Drafter | 41.7% |
| Chapter Researcher | 30.3% |
| Book QA Lead | 18.0% |
| Topic Researcher | 7.6% |
| Outline Generator | 2.4% |

### EmailResponder

| Agent | Share (%) |
| --- | --- |
| Email Classifier | 84.8% |
| Email Responder | 15.2% |
#### Per-model summary

**GPT-5**

| Agent | Share (%) |
| --- | --- |
| Email Classifier | 74.9% |
| Email Responder | 25.1% |
**GPT-4o-mini**

| Agent | Share (%) |
| --- | --- |
| Email Classifier | 72.2% |
| Email Responder | 27.8% |
**DeepSeek-V3.1**

| Agent | Share (%) |
| --- | --- |
| Email Classifier | 69.1% |
| Email Responder | 30.9% |
**DeepSeek-R1**

| Agent | Share (%) |
| --- | --- |
| Email Classifier | 75.4% |
| Email Responder | 24.6% |
**Gemini-2.5**

| Agent | Share (%) |
| --- | --- |
| Email Classifier | 93.4% |
| Email Responder | 6.6% |
**Gemini-2.5-NT**

| Agent | Share (%) |
| --- | --- |
| Email Classifier | 95.4% |
| Email Responder | 4.6% |
**Qwen3-235b**

| Agent | Share (%) |
| --- | --- |
| Email Classifier | 77.3% |
| Email Responder | 22.7% |

### GameBuilder

| Agent | Share (%) |
| --- | --- |
| QA Engineer | 40.9% |
| QA Lead | 38.8% |
| Software Engineer | 20.4% |
#### Per-model summary

**GPT-5**

| Agent | Share (%) |
| --- | --- |
| QA Engineer | 37.3% |
| QA Lead | 35.7% |
| Software Engineer | 27.1% |
**GPT-4o-mini**

| Agent | Share (%) |
| --- | --- |
| QA Lead | 46.3% |
| QA Engineer | 40.7% |
| Software Engineer | 12.9% |
**DeepSeek-V3.1**

| Agent | Share (%) |
| --- | --- |
| QA Lead | 43.6% |
| QA Engineer | 39.0% |
| Software Engineer | 17.4% |
**DeepSeek-R1**

| Agent | Share (%) |
| --- | --- |
| QA Engineer | 41.8% |
| QA Lead | 36.5% |
| Software Engineer | 21.7% |
**Gemini-2.5**

| Agent | Share (%) |
| --- | --- |
| QA Engineer | 41.8% |
| Software Engineer | 31.4% |
| QA Lead | 26.7% |
**Gemini-2.5-NT**

| Agent | Share (%) |
| --- | --- |
| QA Engineer | 47.9% |
| QA Lead | 30.7% |
| Software Engineer | 21.5% |
**Qwen3-235b**

| Agent | Share (%) |
| --- | --- |
| QA Lead | 45.1% |
| QA Engineer | 38.2% |
| Software Engineer | 16.8% |

### LandingPageGenerator

| Agent | Share (%) |
| --- | --- |
| Content Editor | 73.7% |
| Idea Analyst | 18.4% |
| Template Selector | 7.9% |
#### Per-model summary

**GPT-5**

| Agent | Share (%) |
| --- | --- |
| Content Editor | 69.3% |
| Idea Analyst | 22.6% |
| Template Selector | 8.0% |
**GPT-4o-mini**

| Agent | Share (%) |
| --- | --- |
| Content Editor | 67.4% |
| Idea Analyst | 26.5% |
| Template Selector | 6.1% |
**DeepSeek-V3.1**

| Agent | Share (%) |
| --- | --- |
| Content Editor | 86.1% |
| Idea Analyst | 9.8% |
| Template Selector | 4.1% |
**DeepSeek-R1**

| Agent | Share (%) |
| --- | --- |
| Content Editor | 58.6% |
| Idea Analyst | 26.5% |
| Template Selector | 14.9% |
**Gemini-2.5**

| Agent | Share (%) |
| --- | --- |
| Content Editor | 72.7% |
| Idea Analyst | 20.8% |
| Template Selector | 6.5% |
**Gemini-2.5-NT**

| Agent | Share (%) |
| --- | --- |
| Content Editor | 74.6% |
| Idea Analyst | 19.9% |
| Template Selector | 5.5% |
**Qwen3-235b**

| Agent | Share (%) |
| --- | --- |
| Content Editor | 87.7% |
| Idea Analyst | 9.6% |
| Template Selector | 2.7% |

### MarkdownValidator

| Agent | Share (%) |
| --- | --- |
| Markdown Reviewer | 100.0% |
#### Per-model summary

**GPT-5**

| Agent | Share (%) |
| --- | --- |
| Markdown Reviewer | 100.0% |
**GPT-4o-mini**

| Agent | Share (%) |
| --- | --- |
| Markdown Reviewer | 100.0% |
**DeepSeek-V3.1**

| Agent | Share (%) |
| --- | --- |
| Markdown Reviewer | 100.0% |
**DeepSeek-R1**

| Agent | Share (%) |
| --- | --- |
| Markdown Reviewer | 100.0% |
**Gemini-2.5**

| Agent | Share (%) |
| --- | --- |
| Markdown Reviewer | 100.0% |
**Gemini-2.5-NT**

| Agent | Share (%) |
| --- | --- |
| Markdown Reviewer | 100.0% |
**Qwen3-235b**

| Agent | Share (%) |
| --- | --- |
| Markdown Reviewer | 100.0% |

### RecruitmentAssistant

| Agent | Share (%) |
| --- | --- |
| Candidate Evaluator | 69.7% |
| Interview Materials Coordinator | 17.6% |
| Job Requirement Analyst | 12.7% |
#### Per-model summary

**GPT-5**

| Agent | Share (%) |
| --- | --- |
| Candidate Evaluator | 44.3% |
| Interview Materials Coordinator | 28.8% |
| Job Requirement Analyst | 26.9% |
**GPT-4o-mini**

| Agent | Share (%) |
| --- | --- |
| Candidate Evaluator | 67.8% |
| Interview Materials Coordinator | 17.7% |
| Job Requirement Analyst | 14.4% |
**DeepSeek-V3.1**

| Agent | Share (%) |
| --- | --- |
| Candidate Evaluator | 56.9% |
| Interview Materials Coordinator | 27.1% |
| Job Requirement Analyst | 16.1% |
**DeepSeek-R1**

| Agent | Share (%) |
| --- | --- |
| Candidate Evaluator | 61.1% |
| Interview Materials Coordinator | 21.6% |
| Job Requirement Analyst | 17.3% |
**Gemini-2.5**

| Agent | Share (%) |
| --- | --- |
| Candidate Evaluator | 47.9% |
| Interview Materials Coordinator | 30.3% |
| Job Requirement Analyst | 21.8% |
**Gemini-2.5-NT**

| Agent | Share (%) |
| --- | --- |
| Candidate Evaluator | 45.5% |
| Interview Materials Coordinator | 32.8% |
| Job Requirement Analyst | 21.7% |
**Qwen3-235b**

| Agent | Share (%) |
| --- | --- |
| Candidate Evaluator | 86.4% |
| Interview Materials Coordinator | 8.3% |
| Job Requirement Analyst | 5.4% |

### SQLAssistant

| Agent | Share (%) |
| --- | --- |
| SQL Query Reviewer | 45.1% |
| SQL Query Generator | 34.6% |
| SQL Compliance Checker | 14.0% |
| SQL Insights Analyst | 6.3% |
#### Per-model summary

**GPT-5**

| Agent | Share (%) |
| --- | --- |
| SQL Compliance Checker | 39.2% |
| SQL Query Generator | 23.8% |
| SQL Insights Analyst | 19.2% |
| SQL Query Reviewer | 17.9% |
**GPT-4o-mini**

| Agent | Share (%) |
| --- | --- |
| SQL Compliance Checker | 33.4% |
| SQL Insights Analyst | 26.1% |
| SQL Query Reviewer | 23.0% |
| SQL Query Generator | 17.5% |
**DeepSeek-V3.1**

| Agent | Share (%) |
| --- | --- |
| SQL Query Generator | 39.7% |
| SQL Query Reviewer | 28.4% |
| SQL Compliance Checker | 20.2% |
| SQL Insights Analyst | 11.6% |
**DeepSeek-R1**

| Agent | Share (%) |
| --- | --- |
| SQL Query Reviewer | 53.1% |
| SQL Query Generator | 35.2% |
| SQL Compliance Checker | 9.1% |
| SQL Insights Analyst | 2.6% |
**Gemini-2.5**

| Agent | Share (%) |
| --- | --- |
| SQL Query Generator | 36.8% |
| SQL Compliance Checker | 27.6% |
| SQL Query Reviewer | 27.4% |
| SQL Insights Analyst | 8.1% |
**Gemini-2.5-NT**

| Agent | Share (%) |
| --- | --- |
| SQL Query Generator | 37.2% |
| SQL Compliance Checker | 26.9% |
| SQL Query Reviewer | 22.7% |
| SQL Insights Analyst | 13.3% |
**Qwen3-235b**

| Agent | Share (%) |
| --- | --- |
| SQL Query Reviewer | 26.7% |
| SQL Query Generator | 26.4% |
| SQL Insights Analyst | 23.8% |
| SQL Compliance Checker | 23.0% |

### SocialMediaManager

| Agent | Share (%) |
| --- | --- |
| X Post Verifier | 45.9% |
| Shakespearean Bard | 38.3% |
| Topic Analyst | 15.8% |
#### Per-model summary

**GPT-5**

| Agent | Share (%) |
| --- | --- |
| X Post Verifier | 47.8% |
| Topic Analyst | 30.9% |
| Shakespearean Bard | 21.4% |
**GPT-4o-mini**

| Agent | Share (%) |
| --- | --- |
| Shakespearean Bard | 53.0% |
| X Post Verifier | 34.4% |
| Topic Analyst | 12.5% |
**DeepSeek-V3.1**

| Agent | Share (%) |
| --- | --- |
| Shakespearean Bard | 55.5% |
| X Post Verifier | 27.5% |
| Topic Analyst | 17.0% |
**DeepSeek-R1**

| Agent | Share (%) |
| --- | --- |
| X Post Verifier | 55.2% |
| Shakespearean Bard | 33.8% |
| Topic Analyst | 11.0% |
**Gemini-2.5**

| Agent | Share (%) |
| --- | --- |
| Shakespearean Bard | 35.5% |
| X Post Verifier | 32.5% |
| Topic Analyst | 31.9% |
**Gemini-2.5-NT**

| Agent | Share (%) |
| --- | --- |
| Topic Analyst | 42.6% |
| Shakespearean Bard | 33.2% |
| X Post Verifier | 24.2% |
**Qwen3-235b**

| Agent | Share (%) |
| --- | --- |
| X Post Verifier | 47.7% |
| Shakespearean Bard | 33.2% |
| Topic Analyst | 19.2% |

## Global summary (all projects + models)

| Agent | Share (%) |
| --- | --- |
| Chapter Drafter | 18.1% |
| Candidate Evaluator | 16.8% |
| Chapter Researcher | 9.8% |
| Content Editor | 5.2% |
| SQL Query Reviewer | 5.1% |
| Email Classifier | 4.5% |
| Markdown Reviewer | 4.4% |
| Interview Materials Coordinator | 4.2% |
| X Post Verifier | 4.0% |
| SQL Query Generator | 3.9% |
| Shakespearean Bard | 3.3% |
| Job Requirement Analyst | 3.1% |
| Topic Researcher | 2.9% |
| Book QA Lead | 2.7% |
| QA Engineer | 2.0% |
| QA Lead | 1.9% |
| SQL Compliance Checker | 1.6% |
| Topic Analyst | 1.4% |
| Idea Analyst | 1.3% |
| Software Engineer | 1.0% |
| Outline Generator | 0.9% |
| Email Responder | 0.8% |
| SQL Insights Analyst | 0.7% |
| Template Selector | 0.6% |