# LLM Agent Testing Report

Generated: Fri, 25 Sep 2026 00:07:47 UTC

## Overall Results

| Agent | Model | Reasoning | Success Rate | Average Latency |
|-------|-------|-----------|--------------|-----------------|
| simple | deepseek-ai/DeepSeek-V4-Flash | false | 24/25 (96.00%) | 3.070s |
| simple_json | google/gemma-4-31B-it | false | 8/8 (100.00%) | 2.699s |
| primary_agent | deepseek-ai/DeepSeek-V4.1-Flash | false | 25/25 (100.00%) | 3.173s |
| assistant | deepseek-ai/DeepSeek-V4.1-Flash | false | 25/25 (100.00%) | 2.625s |
| generator | deepseek-ai/DeepSeek-V4.1-Flash | false | 25/25 (100.00%) | 2.555s |
| refiner | deepseek-ai/DeepSeek-V4.1-Flash | false | 25/25 (100.00%) | 2.993s |
| adviser | deepseek-ai/DeepSeek-V4.1-Flash | false | 16/16 (100.00%) | 2.895s |
| reflector | deepseek-ai/DeepSeek-V4-Flash | false | 16/16 (100.00%) | 3.892s |
| searcher | deepseek-ai/DeepSeek-V4-Flash | false | 25/25 (100.00%) | 3.177s |
| enricher | deepseek-ai/DeepSeek-V4.1-Flash | false | 25/25 (100.00%) | 3.221s |
| coder | deepseek-ai/DeepSeek-V4.1-Flash | false | 25/25 (100.00%) | 2.894s |
| installer | deepseek-ai/DeepSeek-V4.1-Flash | false | 25/25 (100.00%) | 3.633s |
| pentester | deepseek-ai/DeepSeek-V4.1-Flash | false | 25/25 (100.00%) | 3.137s |

**Total**: 289/290 (99.66%) successful tests
**Overall average latency**: 3.076s

## Detailed Results

### simple (deepseek-ai/DeepSeek-V4-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.368s |  |
| Text Transform Uppercase | ✅ Pass | 0.651s |  |
| Count from 1 to 5 | ✅ Pass | 0.721s |  |
| Math Calculation | ✅ Pass | 0.458s |  |
| Basic Echo Function | ✅ Pass | 1.196s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.568s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.379s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.054s |  |
| Answer Stops At The Output Limit | ✅ Pass | 38.147s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.656s |  |
| Search Query Function | ✅ Pass | 2.020s |  |
| Ask Advice Function | ✅ Pass | 1.255s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.594s |  |
| Function Argument Memory Test | ✅ Pass | 0.710s |  |
| Function Response Memory Test | ✅ Pass | 0.606s |  |
| Basic Context Memory Test | ✅ Pass | 1.963s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.483s |  |
| Penetration Testing Memory with Tool Call | ❌ Fail | 1.119s | expected function 'generate\_report' not found in tool calls: expected function generate\_report not found in tool calls; stop reason: tool\_calls |
| Read a file, then edit it via unified diff | ✅ Pass | 5.828s |  |
| Penetration Testing Methodology | ✅ Pass | 2.583s |  |
| SQL Injection Attack Type | ✅ Pass | 0.847s |  |
| Vulnerability Assessment Tools | ✅ Pass | 5.752s |  |
| Penetration Testing Framework | ✅ Pass | 3.694s |  |
| Web Application Security Scanner | ✅ Pass | 1.091s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.991s |  |

**Summary**: 24/25 (96.00%) successful tests

**Average latency**: 3.070s

---

### simple_json (google/gemma-4-31B-it)

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Vulnerability Report Memory Test | ✅ Pass | 3.930s |  |
| Person Information JSON | ✅ Pass | 1.228s |  |
| Project Information JSON | ✅ Pass | 1.148s |  |
| User Profile JSON | ✅ Pass | 7.100s |  |
| JSON Array Response Without Schema | ✅ Pass | 5.049s |  |
| Streaming Person Information JSON Streaming | ✅ Pass | 1.499s |  |

#### Capability Tests

| Test | Capability | Result | Latency | Note |
|------|------------|--------|---------|------|
| Structured Output With JSON Schema | structured_output | ✅ Pass | 1.637s |  |
| Structured Output Refuses A Non-Object Schema | structured_output | ✅ Pass | 0.000s |  |

**Summary**: 8/8 (100.00%) successful tests

**Average latency**: 2.699s

---

### primary_agent (deepseek-ai/DeepSeek-V4.1-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Answer Stops At The Output Limit | ✅ Pass | 28.826s |  |
| Simple Math | ✅ Pass | 0.445s |  |
| Text Transform Uppercase | ✅ Pass | 1.652s |  |
| Count from 1 to 5 | ✅ Pass | 0.573s |  |
| Math Calculation | ✅ Pass | 0.429s |  |
| Streaming Simple Math Streaming | ✅ Pass | 2.493s |  |
| Basic Echo Function | ✅ Pass | 3.472s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.502s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.681s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.167s |  |
| Search Query Function | ✅ Pass | 1.265s |  |
| Ask Advice Function | ✅ Pass | 0.698s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.065s |  |
| Basic Context Memory Test | ✅ Pass | 1.130s |  |
| Function Argument Memory Test | ✅ Pass | 1.472s |  |
| Function Response Memory Test | ✅ Pass | 0.776s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.440s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.486s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 10.336s |  |
| Penetration Testing Methodology | ✅ Pass | 8.468s |  |
| Vulnerability Assessment Tools | ✅ Pass | 7.797s |  |
| SQL Injection Attack Type | ✅ Pass | 0.615s |  |
| Penetration Testing Framework | ✅ Pass | 0.759s |  |
| Web Application Security Scanner | ✅ Pass | 0.772s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.998s |  |

**Summary**: 25/25 (100.00%) successful tests

**Average latency**: 3.173s

---

### assistant (deepseek-ai/DeepSeek-V4.1-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.845s |  |
| Text Transform Uppercase | ✅ Pass | 0.985s |  |
| Count from 1 to 5 | ✅ Pass | 0.490s |  |
| Math Calculation | ✅ Pass | 0.544s |  |
| Basic Echo Function | ✅ Pass | 0.921s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.298s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.446s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.175s |  |
| Answer Stops At The Output Limit | ✅ Pass | 29.539s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Search Query Function | ✅ Pass | 1.530s |  |
| JSON Response Function | ✅ Pass | 1.577s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.890s |  |
| Basic Context Memory Test | ✅ Pass | 1.065s |  |
| Function Argument Memory Test | ✅ Pass | 0.502s |  |
| Ask Advice Function | ✅ Pass | 2.825s |  |
| Function Response Memory Test | ✅ Pass | 0.840s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.808s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.354s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 6.801s |  |
| Penetration Testing Methodology | ✅ Pass | 3.505s |  |
| SQL Injection Attack Type | ✅ Pass | 0.516s |  |
| Vulnerability Assessment Tools | ✅ Pass | 3.340s |  |
| Penetration Testing Framework | ✅ Pass | 0.713s |  |
| Web Application Security Scanner | ✅ Pass | 1.471s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.631s |  |

**Summary**: 25/25 (100.00%) successful tests

**Average latency**: 2.625s

---

### generator (deepseek-ai/DeepSeek-V4.1-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.474s |  |
| Text Transform Uppercase | ✅ Pass | 0.439s |  |
| Count from 1 to 5 | ✅ Pass | 0.478s |  |
| Math Calculation | ✅ Pass | 0.509s |  |
| Basic Echo Function | ✅ Pass | 0.752s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.460s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.176s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.141s |  |
| Answer Stops At The Output Limit | ✅ Pass | 32.333s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Search Query Function | ✅ Pass | 2.381s |  |
| JSON Response Function | ✅ Pass | 2.646s |  |
| Ask Advice Function | ✅ Pass | 0.780s |  |
| Basic Context Memory Test | ✅ Pass | 0.608s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.221s |  |
| Function Response Memory Test | ✅ Pass | 0.871s |  |
| Function Argument Memory Test | ✅ Pass | 0.914s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.669s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.471s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 5.597s |  |
| Penetration Testing Methodology | ✅ Pass | 2.498s |  |
| SQL Injection Attack Type | ✅ Pass | 0.412s |  |
| Vulnerability Assessment Tools | ✅ Pass | 2.478s |  |
| Web Application Security Scanner | ✅ Pass | 0.723s |  |
| Penetration Testing Framework | ✅ Pass | 1.511s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.333s |  |

**Summary**: 25/25 (100.00%) successful tests

**Average latency**: 2.555s

---

### refiner (deepseek-ai/DeepSeek-V4.1-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.517s |  |
| Text Transform Uppercase | ✅ Pass | 0.433s |  |
| Count from 1 to 5 | ✅ Pass | 1.494s |  |
| Math Calculation | ✅ Pass | 0.742s |  |
| Basic Echo Function | ✅ Pass | 0.748s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.503s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.672s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.822s |  |
| Answer Stops At The Output Limit | ✅ Pass | 35.430s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Search Query Function | ✅ Pass | 1.502s |  |
| JSON Response Function | ✅ Pass | 2.529s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.807s |  |
| Ask Advice Function | ✅ Pass | 1.385s |  |
| Basic Context Memory Test | ✅ Pass | 0.974s |  |
| Function Response Memory Test | ✅ Pass | 0.469s |  |
| Function Argument Memory Test | ✅ Pass | 1.130s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.665s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.849s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 9.630s |  |
| Penetration Testing Methodology | ✅ Pass | 1.505s |  |
| SQL Injection Attack Type | ✅ Pass | 0.709s |  |
| Vulnerability Assessment Tools | ✅ Pass | 3.307s |  |
| Web Application Security Scanner | ✅ Pass | 0.583s |  |
| Penetration Testing Framework | ✅ Pass | 3.127s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.287s |  |

**Summary**: 25/25 (100.00%) successful tests

**Average latency**: 2.993s

---

### adviser (deepseek-ai/DeepSeek-V4.1-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.577s |  |
| Text Transform Uppercase | ✅ Pass | 0.490s |  |
| Count from 1 to 5 | ✅ Pass | 0.504s |  |
| Math Calculation | ✅ Pass | 0.507s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.549s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.450s |  |
| Answer Stops At The Output Limit | ✅ Pass | 32.386s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Basic Context Memory Test | ✅ Pass | 0.599s |  |
| Function Argument Memory Test | ✅ Pass | 0.769s |  |
| Function Response Memory Test | ✅ Pass | 0.909s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 2.599s |  |
| Penetration Testing Methodology | ✅ Pass | 2.471s |  |
| Vulnerability Assessment Tools | ✅ Pass | 1.884s |  |
| SQL Injection Attack Type | ✅ Pass | 0.432s |  |
| Penetration Testing Framework | ✅ Pass | 0.427s |  |
| Web Application Security Scanner | ✅ Pass | 0.757s |  |

**Summary**: 16/16 (100.00%) successful tests

**Average latency**: 2.895s

---

### reflector (deepseek-ai/DeepSeek-V4-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.365s |  |
| Text Transform Uppercase | ✅ Pass | 0.455s |  |
| Count from 1 to 5 | ✅ Pass | 0.989s |  |
| Math Calculation | ✅ Pass | 1.298s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.505s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.962s |  |
| Answer Stops At The Output Limit | ✅ Pass | 37.503s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Basic Context Memory Test | ✅ Pass | 0.940s |  |
| Function Argument Memory Test | ✅ Pass | 0.309s |  |
| Function Response Memory Test | ✅ Pass | 0.655s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.650s |  |
| Penetration Testing Methodology | ✅ Pass | 1.782s |  |
| SQL Injection Attack Type | ✅ Pass | 0.505s |  |
| Penetration Testing Framework | ✅ Pass | 1.815s |  |
| Web Application Security Scanner | ✅ Pass | 0.940s |  |
| Vulnerability Assessment Tools | ✅ Pass | 12.588s |  |

**Summary**: 16/16 (100.00%) successful tests

**Average latency**: 3.892s

---

### searcher (deepseek-ai/DeepSeek-V4-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.324s |  |
| Text Transform Uppercase | ✅ Pass | 0.334s |  |
| Count from 1 to 5 | ✅ Pass | 0.543s |  |
| Math Calculation | ✅ Pass | 0.304s |  |
| Basic Echo Function | ✅ Pass | 0.958s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.305s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.487s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.302s |  |
| Answer Stops At The Output Limit | ✅ Pass | 51.153s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Search Query Function | ✅ Pass | 0.861s |  |
| JSON Response Function | ✅ Pass | 1.813s |  |
| Ask Advice Function | ✅ Pass | 1.758s |  |
| Basic Context Memory Test | ✅ Pass | 0.467s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.488s |  |
| Function Argument Memory Test | ✅ Pass | 0.732s |  |
| Function Response Memory Test | ✅ Pass | 0.644s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.395s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.960s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 3.725s |  |
| Penetration Testing Methodology | ✅ Pass | 0.776s |  |
| Vulnerability Assessment Tools | ✅ Pass | 3.933s |  |
| SQL Injection Attack Type | ✅ Pass | 0.621s |  |
| Penetration Testing Framework | ✅ Pass | 1.394s |  |
| Web Application Security Scanner | ✅ Pass | 0.592s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.547s |  |

**Summary**: 25/25 (100.00%) successful tests

**Average latency**: 3.177s

---

### enricher (deepseek-ai/DeepSeek-V4.1-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.552s |  |
| Text Transform Uppercase | ✅ Pass | 0.345s |  |
| Count from 1 to 5 | ✅ Pass | 0.798s |  |
| Math Calculation | ✅ Pass | 0.603s |  |
| Basic Echo Function | ✅ Pass | 0.750s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.570s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.822s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.099s |  |
| Answer Stops At The Output Limit | ✅ Pass | 50.441s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 2.643s |  |
| Ask Advice Function | ✅ Pass | 0.720s |  |
| Search Query Function | ✅ Pass | 2.289s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.397s |  |
| Basic Context Memory Test | ✅ Pass | 1.014s |  |
| Function Argument Memory Test | ✅ Pass | 1.062s |  |
| Function Response Memory Test | ✅ Pass | 1.081s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.262s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.222s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 2.980s |  |
| Penetration Testing Methodology | ✅ Pass | 1.489s |  |
| SQL Injection Attack Type | ✅ Pass | 0.481s |  |
| Vulnerability Assessment Tools | ✅ Pass | 1.984s |  |
| Penetration Testing Framework | ✅ Pass | 0.753s |  |
| Web Application Security Scanner | ✅ Pass | 1.274s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.885s |  |

**Summary**: 25/25 (100.00%) successful tests

**Average latency**: 3.221s

---

### coder (deepseek-ai/DeepSeek-V4.1-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.548s |  |
| Text Transform Uppercase | ✅ Pass | 0.492s |  |
| Count from 1 to 5 | ✅ Pass | 0.496s |  |
| Math Calculation | ✅ Pass | 0.525s |  |
| Basic Echo Function | ✅ Pass | 1.114s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.416s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.459s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.132s |  |
| Answer Stops At The Output Limit | ✅ Pass | 46.224s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.924s |  |
| Search Query Function | ✅ Pass | 0.977s |  |
| Ask Advice Function | ✅ Pass | 0.732s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.057s |  |
| Basic Context Memory Test | ✅ Pass | 0.632s |  |
| Function Argument Memory Test | ✅ Pass | 0.731s |  |
| Function Response Memory Test | ✅ Pass | 0.807s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.192s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.931s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 5.438s |  |
| Penetration Testing Methodology | ✅ Pass | 1.456s |  |
| SQL Injection Attack Type | ✅ Pass | 0.470s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.839s |  |
| Penetration Testing Framework | ✅ Pass | 1.272s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.044s |  |
| Web Application Security Scanner | ✅ Pass | 2.435s |  |

**Summary**: 25/25 (100.00%) successful tests

**Average latency**: 2.894s

---

### installer (deepseek-ai/DeepSeek-V4.1-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.402s |  |
| Text Transform Uppercase | ✅ Pass | 0.487s |  |
| Count from 1 to 5 | ✅ Pass | 0.558s |  |
| Math Calculation | ✅ Pass | 1.064s |  |
| Basic Echo Function | ✅ Pass | 2.027s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.835s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.386s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.276s |  |
| Answer Stops At The Output Limit | ✅ Pass | 49.310s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Search Query Function | ✅ Pass | 0.748s |  |
| JSON Response Function | ✅ Pass | 0.841s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.098s |  |
| Ask Advice Function | ✅ Pass | 1.723s |  |
| Basic Context Memory Test | ✅ Pass | 0.806s |  |
| Function Response Memory Test | ✅ Pass | 0.488s |  |
| Function Argument Memory Test | ✅ Pass | 1.184s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.191s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 4.060s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 11.418s |  |
| Vulnerability Assessment Tools | ✅ Pass | 1.693s |  |
| SQL Injection Attack Type | ✅ Pass | 1.171s |  |
| Penetration Testing Methodology | ✅ Pass | 4.311s |  |
| Web Application Security Scanner | ✅ Pass | 0.436s |  |
| Penetration Testing Framework | ✅ Pass | 1.778s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.528s |  |

**Summary**: 25/25 (100.00%) successful tests

**Average latency**: 3.633s

---

### pentester (deepseek-ai/DeepSeek-V4.1-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.444s |  |
| Text Transform Uppercase | ✅ Pass | 0.491s |  |
| Count from 1 to 5 | ✅ Pass | 0.478s |  |
| Math Calculation | ✅ Pass | 0.416s |  |
| Basic Echo Function | ✅ Pass | 0.694s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.427s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.486s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 2.485s |  |
| Answer Stops At The Output Limit | ✅ Pass | 41.521s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.041s |  |
| Search Query Function | ✅ Pass | 0.976s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.018s |  |
| Ask Advice Function | ✅ Pass | 1.793s |  |
| Basic Context Memory Test | ✅ Pass | 0.783s |  |
| Function Argument Memory Test | ✅ Pass | 0.710s |  |
| Function Response Memory Test | ✅ Pass | 0.579s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.710s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.117s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 10.713s |  |
| Penetration Testing Methodology | ✅ Pass | 2.313s |  |
| SQL Injection Attack Type | ✅ Pass | 0.549s |  |
| Penetration Testing Framework | ✅ Pass | 0.958s |  |
| Vulnerability Assessment Tools | ✅ Pass | 2.642s |  |
| Web Application Security Scanner | ✅ Pass | 0.971s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.094s |  |

**Summary**: 25/25 (100.00%) successful tests

**Average latency**: 3.137s

---