# LLM Agent Testing Report

Generated: Wed, 30 Sep 2026 15:55:05 UTC

## Overall Results

| Agent | Model | Reasoning | Success Rate | Average Latency |
|-------|-------|-----------|--------------|-----------------|
| simple | Qwen/Qwen3.8-27B-FP8 | false | 25/25 (100.00%) | 2.660s |
| simple_json | Qwen/Qwen3.8-27B-FP8 | false | 8/8 (100.00%) | 1.269s |
| primary_agent | DeepSeek-V4-Flash | true | 25/25 (100.00%) | 0.926s |
| assistant | DeepSeek-V4-Flash | true | 25/25 (100.00%) | 1.070s |
| generator | DeepSeek-V4-Flash | true | 25/25 (100.00%) | 1.045s |
| refiner | DeepSeek-V4-Flash | true | 25/25 (100.00%) | 0.907s |
| adviser | DeepSeek-V4-Flash | true | 16/16 (100.00%) | 1.014s |
| reflector | Qwen/Qwen3.8-27B-FP8 | false | 15/16 (93.75%) | 2.427s |
| searcher | Qwen/Qwen3.8-27B-FP8 | false | 25/25 (100.00%) | 2.041s |
| enricher | Qwen/Qwen3.8-27B-FP8 | false | 25/25 (100.00%) | 2.134s |
| coder | Qwen/Qwen3.8-27B-FP8 | true | 25/25 (100.00%) | 2.966s |
| installer | Qwen/Qwen3.8-27B-FP8 | true | 25/25 (100.00%) | 2.979s |
| pentester | DeepSeek-V4-Flash | true | 25/25 (100.00%) | 0.807s |

**Total**: 289/290 (99.66%) successful tests
**Overall average latency**: 1.737s

## Detailed Results

### simple (Qwen/Qwen3.8-27B-FP8)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.877s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.113s |  |
| Math Calculation | ✅ Pass | 1.152s |  |
| Count from 1 to 5 | ✅ Pass | 1.181s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.327s |  |
| Basic Echo Function | ✅ Pass | 1.364s |  |
| Text Transform Uppercase | ✅ Pass | 1.488s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.956s |  |
| Answer Stops At The Output Limit | ✅ Pass | 25.684s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Search Query Function | ✅ Pass | 0.859s |  |
| JSON Response Function | ✅ Pass | 1.128s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.460s |  |
| Basic Context Memory Test | ✅ Pass | 0.855s |  |
| Ask Advice Function | ✅ Pass | 1.806s |  |
| Function Argument Memory Test | ✅ Pass | 0.970s |  |
| Function Response Memory Test | ✅ Pass | 0.775s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.440s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.887s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 6.458s |  |
| Penetration Testing Methodology | ✅ Pass | 2.078s |  |
| SQL Injection Attack Type | ✅ Pass | 0.882s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.574s |  |
| Web Application Security Scanner | ✅ Pass | 2.437s |  |
| Penetration Testing Framework | ✅ Pass | 2.941s |  |
| Vulnerability Assessment Tools | ✅ Pass | 3.807s |  |

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

**Average latency**: 2.660s

---

### simple_json (Qwen/Qwen3.8-27B-FP8)

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Vulnerability Report Memory Test | ✅ Pass | 2.105s |  |
| Person Information JSON | ✅ Pass | 1.025s |  |
| Project Information JSON | ✅ Pass | 1.282s |  |
| User Profile JSON | ✅ Pass | 1.190s |  |
| Streaming Person Information JSON Streaming | ✅ Pass | 1.392s |  |
| JSON Array Response Without Schema | ✅ Pass | 2.205s |  |

#### Capability Tests

| Test | Capability | Result | Latency | Note |
|------|------------|--------|---------|------|
| Structured Output Refuses A Non-Object Schema | structured_output | ✅ Pass | 0.000s |  |
| Structured Output With JSON Schema | structured_output | ✅ Pass | 0.947s |  |

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

**Average latency**: 1.269s

---

### primary_agent (DeepSeek-V4-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Text Transform Uppercase | ✅ Pass | 0.340s |  |
| Simple Math | ✅ Pass | 0.388s |  |
| Math Calculation | ✅ Pass | 0.316s |  |
| Count from 1 to 5 | ✅ Pass | 0.532s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.421s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.450s |  |
| Basic Echo Function | ✅ Pass | 0.526s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.562s |  |
| Answer Stops At The Output Limit | ✅ Pass | 8.126s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.536s |  |
| Search Query Function | ✅ Pass | 0.457s |  |
| Ask Advice Function | ✅ Pass | 0.608s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.408s |  |
| Function Response Memory Test | ✅ Pass | 0.740s |  |
| Function Argument Memory Test | ✅ Pass | 1.000s |  |
| Basic Context Memory Test | ✅ Pass | 1.449s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 0.902s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.577s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 2.069s |  |
| Penetration Testing Methodology | ✅ Pass | 0.308s |  |
| SQL Injection Attack Type | ✅ Pass | 0.324s |  |
| Web Application Security Scanner | ✅ Pass | 0.308s |  |
| Penetration Testing Framework | ✅ Pass | 0.372s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.700s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.717s |  |

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

**Average latency**: 0.926s

---

### assistant (DeepSeek-V4-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.417s |  |
| Text Transform Uppercase | ✅ Pass | 0.444s |  |
| Math Calculation | ✅ Pass | 0.505s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.400s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.409s |  |
| Basic Echo Function | ✅ Pass | 0.582s |  |
| Count from 1 to 5 | ✅ Pass | 0.865s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.570s |  |
| Answer Stops At The Output Limit | ✅ Pass | 8.308s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.590s |  |
| Search Query Function | ✅ Pass | 0.585s |  |
| Ask Advice Function | ✅ Pass | 0.664s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.647s |  |
| Function Argument Memory Test | ✅ Pass | 0.627s |  |
| Function Response Memory Test | ✅ Pass | 0.927s |  |
| Basic Context Memory Test | ✅ Pass | 1.178s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.586s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.270s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 1.836s |  |
| SQL Injection Attack Type | ✅ Pass | 0.618s |  |
| Penetration Testing Methodology | ✅ Pass | 0.795s |  |
| Penetration Testing Framework | ✅ Pass | 0.401s |  |
| Web Application Security Scanner | ✅ Pass | 0.417s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.734s |  |
| Vulnerability Assessment Tools | ✅ Pass | 2.371s |  |

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

**Average latency**: 1.070s

---

### generator (DeepSeek-V4-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Text Transform Uppercase | ✅ Pass | 0.368s |  |
| Simple Math | ✅ Pass | 0.459s |  |
| Count from 1 to 5 | ✅ Pass | 0.469s |  |
| Math Calculation | ✅ Pass | 0.443s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.383s |  |
| Basic Echo Function | ✅ Pass | 0.619s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.510s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.618s |  |
| Answer Stops At The Output Limit | ✅ Pass | 9.096s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Search Query Function | ✅ Pass | 0.600s |  |
| JSON Response Function | ✅ Pass | 0.667s |  |
| Ask Advice Function | ✅ Pass | 0.645s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.625s |  |
| Function Argument Memory Test | ✅ Pass | 0.654s |  |
| Function Response Memory Test | ✅ Pass | 0.623s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.603s |  |
| Basic Context Memory Test | ✅ Pass | 1.508s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.606s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 2.044s |  |
| Penetration Testing Methodology | ✅ Pass | 0.407s |  |
| SQL Injection Attack Type | ✅ Pass | 0.531s |  |
| Penetration Testing Framework | ✅ Pass | 0.385s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.855s |  |
| Web Application Security Scanner | ✅ Pass | 0.320s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.077s |  |

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

**Average latency**: 1.045s

---

### refiner (DeepSeek-V4-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.338s |  |
| Text Transform Uppercase | ✅ Pass | 0.463s |  |
| Math Calculation | ✅ Pass | 0.508s |  |
| Count from 1 to 5 | ✅ Pass | 0.568s |  |
| Basic Echo Function | ✅ Pass | 0.579s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.379s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.431s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.510s |  |
| Answer Stops At The Output Limit | ✅ Pass | 6.741s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Search Query Function | ✅ Pass | 0.617s |  |
| JSON Response Function | ✅ Pass | 0.721s |  |
| Ask Advice Function | ✅ Pass | 0.626s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.597s |  |
| Basic Context Memory Test | ✅ Pass | 0.516s |  |
| Function Response Memory Test | ✅ Pass | 0.640s |  |
| Function Argument Memory Test | ✅ Pass | 0.680s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.529s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.261s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 1.732s |  |
| Penetration Testing Methodology | ✅ Pass | 0.511s |  |
| Penetration Testing Framework | ✅ Pass | 0.415s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.752s |  |
| Web Application Security Scanner | ✅ Pass | 0.549s |  |
| SQL Injection Attack Type | ✅ Pass | 1.130s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.865s |  |

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

**Average latency**: 0.907s

---

### adviser (DeepSeek-V4-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.363s |  |
| Text Transform Uppercase | ✅ Pass | 0.430s |  |
| Count from 1 to 5 | ✅ Pass | 0.593s |  |
| Math Calculation | ✅ Pass | 0.345s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.386s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.403s |  |
| Answer Stops At The Output Limit | ✅ Pass | 7.857s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.502s |  |
| Function Response Memory Test | ✅ Pass | 0.529s |  |
| Function Argument Memory Test | ✅ Pass | 0.606s |  |
| Basic Context Memory Test | ✅ Pass | 1.222s |  |
| Penetration Testing Framework | ✅ Pass | 0.341s |  |
| Penetration Testing Methodology | ✅ Pass | 0.764s |  |
| SQL Injection Attack Type | ✅ Pass | 0.642s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.806s |  |
| Web Application Security Scanner | ✅ Pass | 0.426s |  |

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

**Average latency**: 1.014s

---

### reflector (Qwen/Qwen3.8-27B-FP8)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 1.123s |  |
| Text Transform Uppercase | ✅ Pass | 0.812s |  |
| Math Calculation | ✅ Pass | 0.630s |  |
| Count from 1 to 5 | ✅ Pass | 1.419s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.832s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.948s |  |
| Answer Stops At The Output Limit | ✅ Pass | 20.378s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Basic Context Memory Test | ✅ Pass | 0.615s |  |
| Function Response Memory Test | ✅ Pass | 0.571s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.600s |  |
| Function Argument Memory Test | ❌ Fail | 1.188s | expected text 'Go programming language' not found; stop reason: stop |
| SQL Injection Attack Type | ✅ Pass | 0.700s |  |
| Penetration Testing Framework | ✅ Pass | 1.591s |  |
| Web Application Security Scanner | ✅ Pass | 1.752s |  |
| Vulnerability Assessment Tools | ✅ Pass | 2.773s |  |
| Penetration Testing Methodology | ✅ Pass | 2.897s |  |

**Summary**: 15/16 (93.75%) successful tests

**Average latency**: 2.427s

---

### searcher (Qwen/Qwen3.8-27B-FP8)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.877s |  |
| Text Transform Uppercase | ✅ Pass | 0.752s |  |
| Count from 1 to 5 | ✅ Pass | 0.747s |  |
| Math Calculation | ✅ Pass | 0.637s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.843s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.230s |  |
| Basic Echo Function | ✅ Pass | 1.550s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.175s |  |
| Answer Stops At The Output Limit | ✅ Pass | 17.939s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.071s |  |
| Search Query Function | ✅ Pass | 0.892s |  |
| Function Argument Memory Test | ✅ Pass | 0.721s |  |
| Basic Context Memory Test | ✅ Pass | 0.830s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.871s |  |
| Ask Advice Function | ✅ Pass | 1.197s |  |
| Function Response Memory Test | ✅ Pass | 0.940s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.668s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.880s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 5.749s |  |
| SQL Injection Attack Type | ✅ Pass | 0.675s |  |
| Penetration Testing Methodology | ✅ Pass | 1.930s |  |
| Penetration Testing Framework | ✅ Pass | 1.777s |  |
| Web Application Security Scanner | ✅ Pass | 1.710s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.133s |  |
| Vulnerability Assessment Tools | ✅ Pass | 3.226s |  |

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

**Average latency**: 2.041s

---

### enricher (Qwen/Qwen3.8-27B-FP8)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.616s |  |
| Count from 1 to 5 | ✅ Pass | 0.682s |  |
| Text Transform Uppercase | ✅ Pass | 0.725s |  |
| Math Calculation | ✅ Pass | 0.694s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.605s |  |
| Basic Echo Function | ✅ Pass | 1.007s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.401s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.608s |  |
| Answer Stops At The Output Limit | ✅ Pass | 18.074s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Function Argument Memory Test | ✅ Pass | 0.623s |  |
| JSON Response Function | ✅ Pass | 1.110s |  |
| Basic Context Memory Test | ✅ Pass | 0.649s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.039s |  |
| Search Query Function | ✅ Pass | 1.151s |  |
| Ask Advice Function | ✅ Pass | 1.367s |  |
| Function Response Memory Test | ✅ Pass | 0.554s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.726s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 3.037s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 4.871s |  |
| SQL Injection Attack Type | ✅ Pass | 0.927s |  |
| Penetration Testing Methodology | ✅ Pass | 2.076s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.288s |  |
| Web Application Security Scanner | ✅ Pass | 1.457s |  |
| Penetration Testing Framework | ✅ Pass | 1.922s |  |
| Vulnerability Assessment Tools | ✅ Pass | 4.124s |  |

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

**Average latency**: 2.134s

---

### coder (Qwen/Qwen3.8-27B-FP8)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.977s |  |
| Text Transform Uppercase | ✅ Pass | 1.107s |  |
| Math Calculation | ✅ Pass | 1.026s |  |
| Count from 1 to 5 | ✅ Pass | 1.237s |  |
| Basic Echo Function | ✅ Pass | 1.649s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.559s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.477s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.346s |  |
| Answer Stops At The Output Limit | ✅ Pass | 26.162s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Streaming Search Query Function Streaming | ✅ Pass | 1.766s |  |
| Search Query Function | ✅ Pass | 2.263s |  |
| Basic Context Memory Test | ✅ Pass | 2.019s |  |
| JSON Response Function | ✅ Pass | 2.585s |  |
| Ask Advice Function | ✅ Pass | 2.462s |  |
| Function Argument Memory Test | ✅ Pass | 1.874s |  |
| Function Response Memory Test | ✅ Pass | 1.283s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 2.481s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 4.669s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 4.858s |  |
| Penetration Testing Methodology | ✅ Pass | 1.243s |  |
| SQL Injection Attack Type | ✅ Pass | 1.810s |  |
| Web Application Security Scanner | ✅ Pass | 1.516s |  |
| Vulnerability Assessment Tools | ✅ Pass | 2.377s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.995s |  |
| Penetration Testing Framework | ✅ Pass | 2.401s |  |

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

**Average latency**: 2.966s

---

### installer (Qwen/Qwen3.8-27B-FP8)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 1.335s |  |
| Text Transform Uppercase | ✅ Pass | 3.156s |  |
| Count from 1 to 5 | ✅ Pass | 4.504s |  |
| Math Calculation | ✅ Pass | 4.474s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.184s |  |
| Basic Echo Function | ✅ Pass | 2.944s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.145s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.793s |  |
| Answer Stops At The Output Limit | ✅ Pass | 18.439s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Streaming Search Query Function Streaming | ✅ Pass | 1.158s |  |
| Search Query Function | ✅ Pass | 1.575s |  |
| JSON Response Function | ✅ Pass | 1.767s |  |
| Ask Advice Function | ✅ Pass | 1.812s |  |
| Function Response Memory Test | ✅ Pass | 1.251s |  |
| Basic Context Memory Test | ✅ Pass | 2.580s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.543s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 3.639s |  |
| Function Argument Memory Test | ✅ Pass | 4.864s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 4.589s |  |
| Penetration Testing Methodology | ✅ Pass | 1.344s |  |
| SQL Injection Attack Type | ✅ Pass | 1.632s |  |
| Web Application Security Scanner | ✅ Pass | 1.454s |  |
| Penetration Testing Framework | ✅ Pass | 1.655s |  |
| Vulnerability Assessment Tools | ✅ Pass | 2.692s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.941s |  |

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

**Average latency**: 2.979s

---

### pentester (DeepSeek-V4-Flash)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.336s |  |
| Text Transform Uppercase | ✅ Pass | 0.324s |  |
| Count from 1 to 5 | ✅ Pass | 0.401s |  |
| Math Calculation | ✅ Pass | 0.304s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.325s |  |
| Basic Echo Function | ✅ Pass | 0.393s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.418s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.412s |  |
| Answer Stops At The Output Limit | ✅ Pass | 6.242s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.486s |  |
| Search Query Function | ✅ Pass | 0.448s |  |
| Ask Advice Function | ✅ Pass | 0.483s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.425s |  |
| Function Argument Memory Test | ✅ Pass | 0.681s |  |
| Function Response Memory Test | ✅ Pass | 0.696s |  |
| Basic Context Memory Test | ✅ Pass | 0.979s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.512s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.127s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 1.576s |  |
| Penetration Testing Methodology | ✅ Pass | 0.612s |  |
| SQL Injection Attack Type | ✅ Pass | 0.461s |  |
| Penetration Testing Framework | ✅ Pass | 0.361s |  |
| Web Application Security Scanner | ✅ Pass | 0.392s |  |
| Vulnerability Assessment Tools | ✅ Pass | 1.194s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.572s |  |

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

**Average latency**: 0.807s

---