# LLM Agent Testing Report

Generated: Thu, 24 Sep 2026 08:15:45 UTC

## Overall Results

| Agent | Model | Reasoning | Success Rate | Average Latency |
|-------|-------|-----------|--------------|-----------------|
| simple | kimi-k2.6 | false | 26/26 (100.00%) | 0.484s |
| simple_json | kimi-k2.6 | false | 8/8 (100.00%) | 0.467s |
| primary_agent | kimi-k2.7-code-highspeed | true | 25/25 (100.00%) | 0.420s |
| assistant | kimi-k2.7-code-highspeed | true | 25/25 (100.00%) | 0.401s |
| generator | kimi-k2.7-code | true | 25/25 (100.00%) | 0.573s |
| refiner | kimi-k2.7-code | true | 25/25 (100.00%) | 0.519s |
| adviser | kimi-k3 | true | 16/16 (100.00%) | 1.082s |
| reflector | kimi-k2.6 | false | 17/17 (100.00%) | 0.663s |
| searcher | kimi-k2.6 | false | 26/26 (100.00%) | 0.499s |
| enricher | kimi-k2.6 | false | 26/26 (100.00%) | 0.481s |
| coder | kimi-k2.7-code | true | 25/25 (100.00%) | 0.613s |
| installer | kimi-k2.6 | true | 25/25 (100.00%) | 0.847s |
| pentester | kimi-k2.7-code | true | 25/25 (100.00%) | 0.564s |

**Total**: 294/294 (100.00%) successful tests
**Overall average latency**: 0.574s

## Detailed Results

### simple (kimi-k2.6)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Count from 1 to 5 | ✅ Pass | 0.356s |  |
| Basic Echo Function | ✅ Pass | 0.356s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.364s |  |
| Math Calculation | ✅ Pass | 0.367s |  |
| Answer Stops At The Output Limit | ✅ Pass | 0.368s |  |
| Simple Math | ✅ Pass | 0.388s |  |
| Text Transform Uppercase | ✅ Pass | 0.388s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.407s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.300s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.224s |  |
| Search Query Function | ✅ Pass | 0.225s |  |
| Ask Advice Function | ✅ Pass | 0.222s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.228s |  |
| Basic Context Memory Test | ✅ Pass | 0.228s |  |
| Function Response Memory Test | ✅ Pass | 0.857s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.041s |  |
| Function Argument Memory Test | ✅ Pass | 1.131s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.945s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 0.546s |  |
| Penetration Testing Methodology | ✅ Pass | 0.222s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.217s |  |
| SQL Injection Attack Type | ✅ Pass | 0.233s |  |
| Penetration Testing Framework | ✅ Pass | 0.238s |  |
| Web Application Security Scanner | ✅ Pass | 0.228s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.234s |  |

#### Capability Tests

| Test | Capability | Result | Latency | Note |
|------|------------|--------|---------|------|
| Explicit Reasoning Off Suppresses Reasoning | reasoning_off | ✅ Pass | 0.250s |  |

**Summary**: 26/26 (100.00%) successful tests

**Average latency**: 0.484s

---

### simple_json (kimi-k2.6)

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Vulnerability Report Memory Test | ✅ Pass | 2.286s |  |
| Person Information JSON | ✅ Pass | 0.226s |  |
| Project Information JSON | ✅ Pass | 0.233s |  |
| User Profile JSON | ✅ Pass | 0.241s |  |
| JSON Array Response Without Schema | ✅ Pass | 0.251s |  |
| Streaming Person Information JSON Streaming | ✅ Pass | 0.256s |  |

#### 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 | 0.237s |  |

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

**Average latency**: 0.467s

---

### primary_agent (kimi-k2.7-code-highspeed)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Answer Stops At The Output Limit | ✅ Pass | 0.267s |  |
| Count from 1 to 5 | ✅ Pass | 0.288s |  |
| Text Transform Uppercase | ✅ Pass | 0.289s |  |
| Simple Math | ✅ Pass | 0.292s |  |
| Basic Echo Function | ✅ Pass | 0.294s |  |
| Math Calculation | ✅ Pass | 0.305s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.285s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.222s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.304s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.215s |  |
| Search Query Function | ✅ Pass | 0.221s |  |
| Ask Advice Function | ✅ Pass | 0.219s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.216s |  |
| Basic Context Memory Test | ✅ Pass | 0.232s |  |
| Function Response Memory Test | ✅ Pass | 1.081s |  |
| Function Argument Memory Test | ✅ Pass | 1.151s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.486s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.335s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 0.461s |  |
| Penetration Testing Methodology | ✅ Pass | 0.225s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.229s |  |
| SQL Injection Attack Type | ✅ Pass | 0.217s |  |
| Penetration Testing Framework | ✅ Pass | 0.217s |  |
| Web Application Security Scanner | ✅ Pass | 0.214s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.228s |  |

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

**Average latency**: 0.420s

---

### assistant (kimi-k2.7-code-highspeed)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Text Transform Uppercase | ✅ Pass | 0.261s |  |
| Simple Math | ✅ Pass | 0.267s |  |
| Answer Stops At The Output Limit | ✅ Pass | 0.269s |  |
| Count from 1 to 5 | ✅ Pass | 0.268s |  |
| Math Calculation | ✅ Pass | 0.268s |  |
| Basic Echo Function | ✅ Pass | 0.268s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.216s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.243s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.240s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.228s |  |
| Search Query Function | ✅ Pass | 0.226s |  |
| Ask Advice Function | ✅ Pass | 0.222s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.225s |  |
| Basic Context Memory Test | ✅ Pass | 0.231s |  |
| Function Argument Memory Test | ✅ Pass | 1.141s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.117s |  |
| Function Response Memory Test | ✅ Pass | 1.203s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.281s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 0.462s |  |
| Penetration Testing Methodology | ✅ Pass | 0.227s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.237s |  |
| SQL Injection Attack Type | ✅ Pass | 0.227s |  |
| Penetration Testing Framework | ✅ Pass | 0.231s |  |
| Web Application Security Scanner | ✅ Pass | 0.222s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.225s |  |

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

**Average latency**: 0.401s

---

### generator (kimi-k2.7-code)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Answer Stops At The Output Limit | ✅ Pass | 0.231s |  |
| Simple Math | ✅ Pass | 0.252s |  |
| Text Transform Uppercase | ✅ Pass | 0.246s |  |
| Math Calculation | ✅ Pass | 0.246s |  |
| Count from 1 to 5 | ✅ Pass | 0.250s |  |
| Basic Echo Function | ✅ Pass | 0.215s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.227s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.234s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.237s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.226s |  |
| Search Query Function | ✅ Pass | 0.230s |  |
| Ask Advice Function | ✅ Pass | 0.235s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.217s |  |
| Basic Context Memory Test | ✅ Pass | 0.219s |  |
| Function Argument Memory Test | ✅ Pass | 1.184s |  |
| Function Response Memory Test | ✅ Pass | 2.319s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.611s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 3.084s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 0.439s |  |
| Penetration Testing Methodology | ✅ Pass | 0.218s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.226s |  |
| SQL Injection Attack Type | ✅ Pass | 0.238s |  |
| Penetration Testing Framework | ✅ Pass | 0.243s |  |
| Web Application Security Scanner | ✅ Pass | 0.248s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.242s |  |

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

**Average latency**: 0.573s

---

### refiner (kimi-k2.7-code)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Answer Stops At The Output Limit | ✅ Pass | 0.245s |  |
| Simple Math | ✅ Pass | 0.242s |  |
| Text Transform Uppercase | ✅ Pass | 0.242s |  |
| Count from 1 to 5 | ✅ Pass | 0.243s |  |
| Math Calculation | ✅ Pass | 0.222s |  |
| Basic Echo Function | ✅ Pass | 0.237s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.233s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.240s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.267s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.215s |  |
| Search Query Function | ✅ Pass | 0.219s |  |
| Ask Advice Function | ✅ Pass | 0.223s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.221s |  |
| Basic Context Memory Test | ✅ Pass | 0.236s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.043s |  |
| Function Response Memory Test | ✅ Pass | 1.986s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.299s |  |
| Function Argument Memory Test | ✅ Pass | 2.587s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 0.437s |  |
| Penetration Testing Methodology | ✅ Pass | 0.235s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.216s |  |
| SQL Injection Attack Type | ✅ Pass | 0.217s |  |
| Penetration Testing Framework | ✅ Pass | 0.220s |  |
| Web Application Security Scanner | ✅ Pass | 0.214s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.221s |  |

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

**Average latency**: 0.519s

---

### adviser (kimi-k3)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.240s |  |
| Text Transform Uppercase | ✅ Pass | 0.252s |  |
| Answer Stops At The Output Limit | ✅ Pass | 0.257s |  |
| Count from 1 to 5 | ✅ Pass | 0.229s |  |
| Math Calculation | ✅ Pass | 0.216s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.225s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.236s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Basic Context Memory Test | ✅ Pass | 0.222s |  |
| Function Response Memory Test | ✅ Pass | 3.922s |  |
| Function Argument Memory Test | ✅ Pass | 5.336s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 4.419s |  |
| Penetration Testing Methodology | ✅ Pass | 0.232s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.228s |  |
| SQL Injection Attack Type | ✅ Pass | 0.231s |  |
| Penetration Testing Framework | ✅ Pass | 0.217s |  |
| Web Application Security Scanner | ✅ Pass | 0.848s |  |

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

**Average latency**: 1.082s

---

### reflector (kimi-k2.6)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Answer Stops At The Output Limit | ✅ Pass | 0.225s |  |
| Simple Math | ✅ Pass | 0.235s |  |
| Count from 1 to 5 | ✅ Pass | 0.245s |  |
| Text Transform Uppercase | ✅ Pass | 0.256s |  |
| Math Calculation | ✅ Pass | 0.246s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.245s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.348s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Basic Context Memory Test | ✅ Pass | 0.221s |  |
| Function Response Memory Test | ✅ Pass | 0.964s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.923s |  |
| Function Argument Memory Test | ✅ Pass | 3.387s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.781s |  |
| Web Application Security Scanner | ✅ Pass | 0.709s |  |
| Penetration Testing Framework | ✅ Pass | 0.719s |  |
| Penetration Testing Methodology | ✅ Pass | 0.788s |  |
| SQL Injection Attack Type | ✅ Pass | 0.737s |  |

#### Capability Tests

| Test | Capability | Result | Latency | Note |
|------|------------|--------|---------|------|
| Explicit Reasoning Off Suppresses Reasoning | reasoning_off | ✅ Pass | 0.225s |  |

**Summary**: 17/17 (100.00%) successful tests

**Average latency**: 0.663s

---

### searcher (kimi-k2.6)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Answer Stops At The Output Limit | ✅ Pass | 0.356s |  |
| Simple Math | ✅ Pass | 0.326s |  |
| Text Transform Uppercase | ✅ Pass | 0.364s |  |
| Count from 1 to 5 | ✅ Pass | 0.358s |  |
| Math Calculation | ✅ Pass | 0.359s |  |
| Basic Echo Function | ✅ Pass | 0.353s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.278s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.217s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.229s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.226s |  |
| Search Query Function | ✅ Pass | 0.218s |  |
| Ask Advice Function | ✅ Pass | 0.226s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.218s |  |
| Basic Context Memory Test | ✅ Pass | 0.233s |  |
| Function Response Memory Test | ✅ Pass | 1.032s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.054s |  |
| Function Argument Memory Test | ✅ Pass | 1.322s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.346s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 0.450s |  |
| Penetration Testing Methodology | ✅ Pass | 0.699s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.691s |  |
| SQL Injection Attack Type | ✅ Pass | 0.286s |  |
| Penetration Testing Framework | ✅ Pass | 0.285s |  |
| Web Application Security Scanner | ✅ Pass | 0.285s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.311s |  |

#### Capability Tests

| Test | Capability | Result | Latency | Note |
|------|------------|--------|---------|------|
| Explicit Reasoning Off Suppresses Reasoning | reasoning_off | ✅ Pass | 0.225s |  |

**Summary**: 26/26 (100.00%) successful tests

**Average latency**: 0.499s

---

### enricher (kimi-k2.6)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Answer Stops At The Output Limit | ✅ Pass | 0.225s |  |
| Simple Math | ✅ Pass | 0.232s |  |
| Count from 1 to 5 | ✅ Pass | 0.241s |  |
| Text Transform Uppercase | ✅ Pass | 0.246s |  |
| Math Calculation | ✅ Pass | 0.247s |  |
| Basic Echo Function | ✅ Pass | 0.227s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.219s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.229s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.234s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.217s |  |
| Search Query Function | ✅ Pass | 0.226s |  |
| Ask Advice Function | ✅ Pass | 0.235s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.222s |  |
| Basic Context Memory Test | ✅ Pass | 0.225s |  |
| Function Response Memory Test | ✅ Pass | 0.949s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.021s |  |
| Function Argument Memory Test | ✅ Pass | 2.457s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.343s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 0.443s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.297s |  |
| Penetration Testing Methodology | ✅ Pass | 0.311s |  |
| SQL Injection Attack Type | ✅ Pass | 0.315s |  |
| Penetration Testing Framework | ✅ Pass | 0.315s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.284s |  |
| Web Application Security Scanner | ✅ Pass | 0.311s |  |

#### Capability Tests

| Test | Capability | Result | Latency | Note |
|------|------------|--------|---------|------|
| Explicit Reasoning Off Suppresses Reasoning | reasoning_off | ✅ Pass | 0.222s |  |

**Summary**: 26/26 (100.00%) successful tests

**Average latency**: 0.481s

---

### coder (kimi-k2.7-code)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Answer Stops At The Output Limit | ✅ Pass | 0.217s |  |
| Text Transform Uppercase | ✅ Pass | 0.234s |  |
| Simple Math | ✅ Pass | 0.234s |  |
| Count from 1 to 5 | ✅ Pass | 0.242s |  |
| Math Calculation | ✅ Pass | 0.234s |  |
| Basic Echo Function | ✅ Pass | 0.221s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.220s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.217s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.221s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.218s |  |
| Search Query Function | ✅ Pass | 0.218s |  |
| Ask Advice Function | ✅ Pass | 0.224s |  |
| Basic Context Memory Test | ✅ Pass | 0.215s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.288s |  |
| Function Response Memory Test | ✅ Pass | 2.250s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 2.347s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.383s |  |
| Function Argument Memory Test | ✅ Pass | 2.552s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 0.435s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.269s |  |
| Penetration Testing Framework | ✅ Pass | 0.329s |  |
| Web Application Security Scanner | ✅ Pass | 0.329s |  |
| SQL Injection Attack Type | ✅ Pass | 0.336s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.315s |  |
| Penetration Testing Methodology | ✅ Pass | 0.557s |  |

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

**Average latency**: 0.613s

---

### installer (kimi-k2.6)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Answer Stops At The Output Limit | ✅ Pass | 0.227s |  |
| Simple Math | ✅ Pass | 0.243s |  |
| Text Transform Uppercase | ✅ Pass | 0.239s |  |
| Count from 1 to 5 | ✅ Pass | 0.235s |  |
| Math Calculation | ✅ Pass | 0.224s |  |
| Basic Echo Function | ✅ Pass | 0.225s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.224s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.220s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.217s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.222s |  |
| Ask Advice Function | ✅ Pass | 0.216s |  |
| Search Query Function | ✅ Pass | 0.469s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.227s |  |
| Basic Context Memory Test | ✅ Pass | 0.221s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 3.065s |  |
| Function Response Memory Test | ✅ Pass | 3.755s |  |
| Function Argument Memory Test | ✅ Pass | 4.364s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 0.437s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 4.606s |  |
| Penetration Testing Methodology | ✅ Pass | 0.251s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.251s |  |
| SQL Injection Attack Type | ✅ Pass | 0.236s |  |
| Penetration Testing Framework | ✅ Pass | 0.263s |  |
| Web Application Security Scanner | ✅ Pass | 0.268s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.268s |  |

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

**Average latency**: 0.847s

---

### pentester (kimi-k2.7-code)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Answer Stops At The Output Limit | ✅ Pass | 0.222s |  |
| Simple Math | ✅ Pass | 0.226s |  |
| Text Transform Uppercase | ✅ Pass | 0.231s |  |
| Count from 1 to 5 | ✅ Pass | 0.220s |  |
| Math Calculation | ✅ Pass | 0.224s |  |
| Basic Echo Function | ✅ Pass | 0.226s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.229s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.219s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.230s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.221s |  |
| Search Query Function | ✅ Pass | 0.218s |  |
| Ask Advice Function | ✅ Pass | 0.228s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.225s |  |
| Basic Context Memory Test | ✅ Pass | 0.223s |  |
| Function Response Memory Test | ✅ Pass | 1.915s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.037s |  |
| Function Argument Memory Test | ✅ Pass | 2.348s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 2.711s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 0.443s |  |
| Penetration Testing Methodology | ✅ Pass | 0.264s |  |
| SQL Injection Attack Type | ✅ Pass | 0.251s |  |
| Vulnerability Assessment Tools | ✅ Pass | 0.251s |  |
| Penetration Testing Framework | ✅ Pass | 0.240s |  |
| Web Application Security Scanner | ✅ Pass | 0.246s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.240s |  |

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

**Average latency**: 0.564s

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