# LLM Agent Testing Report

Generated: Thu, 23 Jul 2026 14:30:02 UTC

## Overall Results

| Agent | Model | Reasoning | Success Rate | Average Latency |
|-------|-------|-----------|--------------|-----------------|
| simple | deepseek/deepseek-v3.2 | false | 24/24 (100.00%) | 3.057s |
| simple_json | deepseek/deepseek-v3.2 | false | 5/7 (71.43%) | 2.135s |
| primary_agent | moonshotai/kimi-k2.5 | true | 24/24 (100.00%) | 2.437s |
| assistant | moonshotai/kimi-k2.5 | true | 24/24 (100.00%) | 3.019s |
| generator | moonshotai/kimi-k2.5 | true | 24/24 (100.00%) | 2.550s |
| refiner | moonshotai/kimi-k2.5 | true | 24/24 (100.00%) | 2.540s |
| adviser | zai-org/glm-5 | true | 24/24 (100.00%) | 7.333s |
| reflector | qwen/qwen3.5-35b-a3b | true | 24/24 (100.00%) | 3.687s |
| searcher | qwen/qwen3.5-35b-a3b | true | 24/24 (100.00%) | 3.781s |
| enricher | qwen/qwen3.5-35b-a3b | true | 24/24 (100.00%) | 4.768s |
| coder | moonshotai/kimi-k2.5 | true | 24/24 (100.00%) | 2.667s |
| installer | moonshotai/kimi-k2-instruct | true | 24/24 (100.00%) | 2.494s |
| pentester | moonshotai/kimi-k2.5 | true | 24/24 (100.00%) | 2.348s |

**Total**: 293/295 (99.32%) successful tests
**Overall average latency**: 3.360s

## Detailed Results

### simple (deepseek/deepseek-v3.2)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 1.965s |  |
| Text Transform Uppercase | ✅ Pass | 2.082s |  |
| Count from 1 to 5 | ✅ Pass | 2.618s |  |
| Math Calculation | ✅ Pass | 1.583s |  |
| Basic Echo Function | ✅ Pass | 2.002s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.090s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.683s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 3.520s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 3.768s |  |
| Search Query Function | ✅ Pass | 4.070s |  |
| Ask Advice Function | ✅ Pass | 4.121s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 2.244s |  |
| Basic Context Memory Test | ✅ Pass | 2.779s |  |
| Function Argument Memory Test | ✅ Pass | 1.042s |  |
| Function Response Memory Test | ✅ Pass | 1.723s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 6.358s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.851s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 7.667s |  |
| Penetration Testing Methodology | ✅ Pass | 2.106s |  |
| Vulnerability Assessment Tools | ✅ Pass | 6.498s |  |
| SQL Injection Attack Type | ✅ Pass | 1.952s |  |
| Penetration Testing Framework | ✅ Pass | 5.396s |  |
| Web Application Security Scanner | ✅ Pass | 2.754s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.483s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 3.057s

---

### simple_json (deepseek/deepseek-v3.2)

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Vulnerability Report Memory Test | ❌ Fail | 2.234s | got map\[string\]interface \{\}\{"open\_ports":\[\]interface \{\}\{22, 80, 174443, 3389\}, "target":"10\.1\.1\.50", "vulnerabilities":\[\]interface... |
| Person Information JSON | ✅ Pass | 2.365s |  |
| Project Information JSON | ✅ Pass | 1.782s |  |
| User Profile JSON | ✅ Pass | 1.555s |  |
| JSON Array Response Without Schema | ✅ Pass | 3.397s |  |
| Streaming Person Information JSON Streaming | ❌ Fail | 1.398s | got map\[string\]interface \{\}\{"age":62, "city":"Boston", "name":"Jane Doe"\}, expected map\[string\]interface \{\}\{"age":25, "city":"Boston", "... |

#### Capability Tests

| Test | Capability | Result | Latency | Note |
|------|------------|--------|---------|------|
| Structured Output With JSON Schema | structured_output | ✅ Pass | 2.208s |  |

**Summary**: 5/7 (71.43%) successful tests

**Average latency**: 2.135s

---

### primary_agent (moonshotai/kimi-k2.5)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 2.573s |  |
| Text Transform Uppercase | ✅ Pass | 2.033s |  |
| Count from 1 to 5 | ✅ Pass | 1.215s |  |
| Math Calculation | ✅ Pass | 0.826s |  |
| Basic Echo Function | ✅ Pass | 4.748s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.855s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.541s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.692s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 2.364s |  |
| Search Query Function | ✅ Pass | 1.489s |  |
| Ask Advice Function | ✅ Pass | 1.729s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.391s |  |
| Basic Context Memory Test | ✅ Pass | 1.207s |  |
| Function Argument Memory Test | ✅ Pass | 2.671s |  |
| Function Response Memory Test | ✅ Pass | 0.963s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 3.258s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.829s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 5.165s |  |
| Penetration Testing Methodology | ✅ Pass | 4.794s |  |
| Vulnerability Assessment Tools | ✅ Pass | 4.347s |  |
| SQL Injection Attack Type | ✅ Pass | 1.389s |  |
| Penetration Testing Framework | ✅ Pass | 3.053s |  |
| Web Application Security Scanner | ✅ Pass | 6.185s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.154s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 2.437s

---

### assistant (moonshotai/kimi-k2.5)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 1.145s |  |
| Text Transform Uppercase | ✅ Pass | 2.079s |  |
| Count from 1 to 5 | ✅ Pass | 2.004s |  |
| Math Calculation | ✅ Pass | 0.943s |  |
| Basic Echo Function | ✅ Pass | 4.336s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.936s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.438s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.915s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.391s |  |
| Search Query Function | ✅ Pass | 1.304s |  |
| Ask Advice Function | ✅ Pass | 2.962s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.723s |  |
| Basic Context Memory Test | ✅ Pass | 1.260s |  |
| Function Argument Memory Test | ✅ Pass | 2.800s |  |
| Function Response Memory Test | ✅ Pass | 0.854s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 6.676s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.907s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 9.807s |  |
| Penetration Testing Methodology | ✅ Pass | 5.361s |  |
| Vulnerability Assessment Tools | ✅ Pass | 6.859s |  |
| SQL Injection Attack Type | ✅ Pass | 1.686s |  |
| Penetration Testing Framework | ✅ Pass | 4.910s |  |
| Web Application Security Scanner | ✅ Pass | 4.401s |  |
| Penetration Testing Tool Selection | ✅ Pass | 3.744s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 3.019s

---

### generator (moonshotai/kimi-k2.5)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 1.797s |  |
| Text Transform Uppercase | ✅ Pass | 3.193s |  |
| Count from 1 to 5 | ✅ Pass | 1.249s |  |
| Math Calculation | ✅ Pass | 1.575s |  |
| Basic Echo Function | ✅ Pass | 1.280s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.092s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 2.141s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.365s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.826s |  |
| Search Query Function | ✅ Pass | 1.493s |  |
| Ask Advice Function | ✅ Pass | 1.791s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.346s |  |
| Basic Context Memory Test | ✅ Pass | 1.308s |  |
| Function Argument Memory Test | ✅ Pass | 3.559s |  |
| Function Response Memory Test | ✅ Pass | 2.017s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 5.039s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.803s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 8.260s |  |
| Penetration Testing Methodology | ✅ Pass | 4.333s |  |
| Vulnerability Assessment Tools | ✅ Pass | 4.469s |  |
| SQL Injection Attack Type | ✅ Pass | 1.504s |  |
| Penetration Testing Framework | ✅ Pass | 3.990s |  |
| Web Application Security Scanner | ✅ Pass | 2.473s |  |
| Penetration Testing Tool Selection | ✅ Pass | 3.293s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 2.550s

---

### refiner (moonshotai/kimi-k2.5)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.859s |  |
| Text Transform Uppercase | ✅ Pass | 1.913s |  |
| Count from 1 to 5 | ✅ Pass | 1.447s |  |
| Math Calculation | ✅ Pass | 1.045s |  |
| Basic Echo Function | ✅ Pass | 2.139s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.822s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.105s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.814s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.414s |  |
| Search Query Function | ✅ Pass | 1.865s |  |
| Ask Advice Function | ✅ Pass | 1.981s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.303s |  |
| Basic Context Memory Test | ✅ Pass | 1.226s |  |
| Function Argument Memory Test | ✅ Pass | 2.436s |  |
| Function Response Memory Test | ✅ Pass | 2.100s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 6.778s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.822s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 7.314s |  |
| Penetration Testing Methodology | ✅ Pass | 6.794s |  |
| Vulnerability Assessment Tools | ✅ Pass | 4.618s |  |
| SQL Injection Attack Type | ✅ Pass | 1.942s |  |
| Penetration Testing Framework | ✅ Pass | 2.736s |  |
| Web Application Security Scanner | ✅ Pass | 3.788s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.697s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 2.540s

---

### adviser (zai-org/glm-5)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 2.512s |  |
| Text Transform Uppercase | ✅ Pass | 4.526s |  |
| Count from 1 to 5 | ✅ Pass | 3.218s |  |
| Math Calculation | ✅ Pass | 4.261s |  |
| Basic Echo Function | ✅ Pass | 3.038s |  |
| Streaming Simple Math Streaming | ✅ Pass | 2.576s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 4.198s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 2.618s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 2.522s |  |
| Search Query Function | ✅ Pass | 2.434s |  |
| Ask Advice Function | ✅ Pass | 2.821s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 2.799s |  |
| Basic Context Memory Test | ✅ Pass | 2.048s |  |
| Function Argument Memory Test | ✅ Pass | 2.280s |  |
| Function Response Memory Test | ✅ Pass | 2.793s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 7.384s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 2.861s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 8.574s |  |
| Penetration Testing Methodology | ✅ Pass | 16.593s |  |
| Vulnerability Assessment Tools | ✅ Pass | 46.333s |  |
| SQL Injection Attack Type | ✅ Pass | 7.642s |  |
| Penetration Testing Framework | ✅ Pass | 22.993s |  |
| Web Application Security Scanner | ✅ Pass | 14.989s |  |
| Penetration Testing Tool Selection | ✅ Pass | 3.975s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 7.333s

---

### reflector (qwen/qwen3.5-35b-a3b)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 2.080s |  |
| Text Transform Uppercase | ✅ Pass | 2.795s |  |
| Count from 1 to 5 | ✅ Pass | 3.323s |  |
| Math Calculation | ✅ Pass | 1.682s |  |
| Basic Echo Function | ✅ Pass | 1.506s |  |
| Streaming Simple Math Streaming | ✅ Pass | 2.414s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 2.236s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.682s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.780s |  |
| Search Query Function | ✅ Pass | 1.182s |  |
| Ask Advice Function | ✅ Pass | 2.215s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.246s |  |
| Basic Context Memory Test | ✅ Pass | 2.877s |  |
| Function Argument Memory Test | ✅ Pass | 1.793s |  |
| Function Response Memory Test | ✅ Pass | 1.011s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.769s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.577s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 3.716s |  |
| Penetration Testing Methodology | ✅ Pass | 7.829s |  |
| Vulnerability Assessment Tools | ✅ Pass | 25.544s |  |
| SQL Injection Attack Type | ✅ Pass | 3.857s |  |
| Penetration Testing Framework | ✅ Pass | 6.119s |  |
| Web Application Security Scanner | ✅ Pass | 5.167s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.083s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 3.687s

---

### searcher (qwen/qwen3.5-35b-a3b)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 1.990s |  |
| Text Transform Uppercase | ✅ Pass | 2.276s |  |
| Count from 1 to 5 | ✅ Pass | 2.429s |  |
| Math Calculation | ✅ Pass | 2.361s |  |
| Basic Echo Function | ✅ Pass | 1.324s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.443s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 3.611s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.359s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.840s |  |
| Search Query Function | ✅ Pass | 1.420s |  |
| Ask Advice Function | ✅ Pass | 2.535s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.197s |  |
| Basic Context Memory Test | ✅ Pass | 2.727s |  |
| Function Argument Memory Test | ✅ Pass | 1.268s |  |
| Function Response Memory Test | ✅ Pass | 12.916s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 3.518s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.532s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 3.573s |  |
| Penetration Testing Methodology | ✅ Pass | 10.759s |  |
| Vulnerability Assessment Tools | ✅ Pass | 16.580s |  |
| SQL Injection Attack Type | ✅ Pass | 2.361s |  |
| Penetration Testing Framework | ✅ Pass | 5.154s |  |
| Web Application Security Scanner | ✅ Pass | 4.052s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.493s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 3.781s

---

### enricher (qwen/qwen3.5-35b-a3b)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 1.756s |  |
| Text Transform Uppercase | ✅ Pass | 2.357s |  |
| Count from 1 to 5 | ✅ Pass | 4.130s |  |
| Math Calculation | ✅ Pass | 1.664s |  |
| Basic Echo Function | ✅ Pass | 1.380s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.489s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 3.193s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.422s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.550s |  |
| Search Query Function | ✅ Pass | 1.666s |  |
| Ask Advice Function | ✅ Pass | 1.635s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.268s |  |
| Basic Context Memory Test | ✅ Pass | 3.150s |  |
| Function Argument Memory Test | ✅ Pass | 1.204s |  |
| Function Response Memory Test | ✅ Pass | 19.323s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.146s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 4.263s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 3.796s |  |
| Penetration Testing Methodology | ✅ Pass | 12.917s |  |
| Vulnerability Assessment Tools | ✅ Pass | 25.240s |  |
| SQL Injection Attack Type | ✅ Pass | 2.958s |  |
| Penetration Testing Framework | ✅ Pass | 8.405s |  |
| Web Application Security Scanner | ✅ Pass | 5.460s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.058s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 4.768s

---

### coder (moonshotai/kimi-k2.5)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.835s |  |
| Text Transform Uppercase | ✅ Pass | 1.963s |  |
| Count from 1 to 5 | ✅ Pass | 0.991s |  |
| Math Calculation | ✅ Pass | 0.883s |  |
| Basic Echo Function | ✅ Pass | 2.253s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.078s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 4.244s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.644s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 2.507s |  |
| Search Query Function | ✅ Pass | 1.557s |  |
| Ask Advice Function | ✅ Pass | 1.957s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.279s |  |
| Basic Context Memory Test | ✅ Pass | 1.797s |  |
| Function Argument Memory Test | ✅ Pass | 2.869s |  |
| Function Response Memory Test | ✅ Pass | 0.986s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.381s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.825s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 6.422s |  |
| Penetration Testing Methodology | ✅ Pass | 5.873s |  |
| Vulnerability Assessment Tools | ✅ Pass | 10.448s |  |
| SQL Injection Attack Type | ✅ Pass | 1.025s |  |
| Penetration Testing Framework | ✅ Pass | 2.836s |  |
| Web Application Security Scanner | ✅ Pass | 5.031s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.303s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 2.667s

---

### installer (moonshotai/kimi-k2-instruct)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 2.934s |  |
| Text Transform Uppercase | ✅ Pass | 2.329s |  |
| Count from 1 to 5 | ✅ Pass | 2.722s |  |
| Math Calculation | ✅ Pass | 1.117s |  |
| Basic Echo Function | ✅ Pass | 2.249s |  |
| Streaming Simple Math Streaming | ✅ Pass | 3.789s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.264s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.797s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.579s |  |
| Search Query Function | ✅ Pass | 1.232s |  |
| Ask Advice Function | ✅ Pass | 2.191s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.232s |  |
| Basic Context Memory Test | ✅ Pass | 1.165s |  |
| Function Argument Memory Test | ✅ Pass | 0.941s |  |
| Function Response Memory Test | ✅ Pass | 1.131s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.419s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.984s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 7.306s |  |
| Penetration Testing Methodology | ✅ Pass | 4.699s |  |
| Vulnerability Assessment Tools | ✅ Pass | 3.822s |  |
| SQL Injection Attack Type | ✅ Pass | 1.523s |  |
| Penetration Testing Framework | ✅ Pass | 6.497s |  |
| Web Application Security Scanner | ✅ Pass | 3.118s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.795s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 2.494s

---

### pentester (moonshotai/kimi-k2.5)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 1.173s |  |
| Text Transform Uppercase | ✅ Pass | 2.532s |  |
| Count from 1 to 5 | ✅ Pass | 0.960s |  |
| Math Calculation | ✅ Pass | 1.805s |  |
| Basic Echo Function | ✅ Pass | 1.827s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.973s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.167s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.396s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.427s |  |
| Search Query Function | ✅ Pass | 1.564s |  |
| Ask Advice Function | ✅ Pass | 1.992s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.354s |  |
| Basic Context Memory Test | ✅ Pass | 1.167s |  |
| Function Argument Memory Test | ✅ Pass | 2.338s |  |
| Function Response Memory Test | ✅ Pass | 0.980s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.562s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.838s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 9.460s |  |
| Penetration Testing Methodology | ✅ Pass | 4.515s |  |
| Vulnerability Assessment Tools | ✅ Pass | 6.087s |  |
| SQL Injection Attack Type | ✅ Pass | 0.971s |  |
| Penetration Testing Framework | ✅ Pass | 3.557s |  |
| Web Application Security Scanner | ✅ Pass | 2.109s |  |
| Penetration Testing Tool Selection | ✅ Pass | 3.577s |  |

**Summary**: 24/24 (100.00%) successful tests

**Average latency**: 2.348s

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