# LLM Agent Testing Report

Generated: Thu, 24 Sep 2026 15:03:55 UTC

## Overall Results

| Agent | Model | Reasoning | Success Rate | Average Latency |
|-------|-------|-----------|--------------|-----------------|
| simple | minimax-m2.7:cloud | true | 25/25 (100.00%) | 5.001s |
| simple_json | deepseek-v4.1-flash:cloud | true | 8/8 (100.00%) | 0.866s |
| primary_agent | deepseek-v4.1-flash:cloud | true | 25/25 (100.00%) | 1.464s |
| assistant | deepseek-v4.1-flash:cloud | true | 25/25 (100.00%) | 1.601s |
| generator | kimi-k3:cloud | true | 25/25 (100.00%) | 4.148s |
| refiner | glm-5.3:cloud | true | 25/25 (100.00%) | 3.219s |
| adviser | kimi-k3:cloud | true | 16/16 (100.00%) | 4.620s |
| reflector | minimax-m2.7:cloud | true | 16/16 (100.00%) | 6.385s |
| searcher | deepseek-v4.1-flash:cloud | true | 25/25 (100.00%) | 1.513s |
| enricher | minimax-m2.7:cloud | true | 25/25 (100.00%) | 4.791s |
| coder | kimi-k2.7-code:cloud | true | 25/25 (100.00%) | 3.480s |
| installer | kimi-k2.7-code:cloud | true | 25/25 (100.00%) | 3.590s |
| pentester | deepseek-v4.1-flash:cloud | true | 25/25 (100.00%) | 1.670s |

**Total**: 290/290 (100.00%) successful tests
**Overall average latency**: 3.258s

## Detailed Results

### simple (minimax-m2.7:cloud)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Math Calculation | ✅ Pass | 1.957s |  |
| Simple Math | ✅ Pass | 2.207s |  |
| Basic Echo Function | ✅ Pass | 2.697s |  |
| Text Transform Uppercase | ✅ Pass | 3.162s |  |
| Streaming Simple Math Streaming | ✅ Pass | 3.544s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 4.148s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 2.380s |  |
| Count from 1 to 5 | ✅ Pass | 4.995s |  |
| Answer Stops At The Output Limit | ✅ Pass | 40.062s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.971s |  |
| Search Query Function | ✅ Pass | 2.439s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.911s |  |
| Function Argument Memory Test | ✅ Pass | 1.563s |  |
| Ask Advice Function | ✅ Pass | 4.634s |  |
| Basic Context Memory Test | ✅ Pass | 3.336s |  |
| Function Response Memory Test | ✅ Pass | 2.085s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 2.431s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 4.455s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 6.708s |  |
| SQL Injection Attack Type | ✅ Pass | 2.331s |  |
| Penetration Testing Methodology | ✅ Pass | 3.296s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.966s |  |
| Web Application Security Scanner | ✅ Pass | 3.739s |  |
| Penetration Testing Framework | ✅ Pass | 6.330s |  |
| Vulnerability Assessment Tools | ✅ Pass | 10.669s |  |

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

**Average latency**: 5.001s

---

### simple_json (deepseek-v4.1-flash:cloud)

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Vulnerability Report Memory Test | ✅ Pass | 1.258s |  |
| Person Information JSON | ✅ Pass | 1.262s |  |
| Project Information JSON | ✅ Pass | 0.905s |  |
| User Profile JSON | ✅ Pass | 0.983s |  |
| JSON Array Response Without Schema | ✅ Pass | 0.994s |  |
| Streaming Person Information JSON Streaming | ✅ Pass | 0.854s |  |

#### 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 | 0.670s |  |

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

**Average latency**: 0.866s

---

### primary_agent (deepseek-v4.1-flash:cloud)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Text Transform Uppercase | ✅ Pass | 0.709s |  |
| Count from 1 to 5 | ✅ Pass | 0.537s |  |
| Math Calculation | ✅ Pass | 0.486s |  |
| Simple Math | ✅ Pass | 1.699s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.087s |  |
| Basic Echo Function | ✅ Pass | 1.170s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.920s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.307s |  |
| Answer Stops At The Output Limit | ✅ Pass | 8.808s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.881s |  |
| Search Query Function | ✅ Pass | 0.916s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.064s |  |
| Ask Advice Function | ✅ Pass | 1.190s |  |
| Basic Context Memory Test | ✅ Pass | 0.913s |  |
| Function Argument Memory Test | ✅ Pass | 0.873s |  |
| Function Response Memory Test | ✅ Pass | 1.004s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.162s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.208s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 2.617s |  |
| Penetration Testing Methodology | ✅ Pass | 1.198s |  |
| SQL Injection Attack Type | ✅ Pass | 0.957s |  |
| Penetration Testing Framework | ✅ Pass | 0.794s |  |
| Web Application Security Scanner | ✅ Pass | 0.827s |  |
| Penetration Testing Tool Selection | ✅ Pass | 0.979s |  |
| Vulnerability Assessment Tools | ✅ Pass | 3.292s |  |

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

**Average latency**: 1.464s

---

### assistant (deepseek-v4.1-flash:cloud)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.994s |  |
| Math Calculation | ✅ Pass | 0.810s |  |
| Count from 1 to 5 | ✅ Pass | 0.850s |  |
| Text Transform Uppercase | ✅ Pass | 0.883s |  |
| Basic Echo Function | ✅ Pass | 0.898s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.065s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.126s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.872s |  |
| Answer Stops At The Output Limit | ✅ Pass | 11.557s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.862s |  |
| Search Query Function | ✅ Pass | 0.965s |  |
| Ask Advice Function | ✅ Pass | 0.898s |  |
| Function Argument Memory Test | ✅ Pass | 0.878s |  |
| Basic Context Memory Test | ✅ Pass | 1.056s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.422s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.021s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 0.937s |  |
| Function Response Memory Test | ✅ Pass | 1.923s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 2.543s |  |
| Penetration Testing Methodology | ✅ Pass | 0.880s |  |
| SQL Injection Attack Type | ✅ Pass | 1.084s |  |
| Penetration Testing Framework | ✅ Pass | 1.084s |  |
| Web Application Security Scanner | ✅ Pass | 1.022s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.014s |  |
| Vulnerability Assessment Tools | ✅ Pass | 2.373s |  |

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

**Average latency**: 1.601s

---

### generator (kimi-k3:cloud)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 1.654s |  |
| Text Transform Uppercase | ✅ Pass | 1.859s |  |
| Math Calculation | ✅ Pass | 1.850s |  |
| Count from 1 to 5 | ✅ Pass | 2.583s |  |
| Basic Echo Function | ✅ Pass | 2.677s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.915s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 2.049s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 2.437s |  |
| Answer Stops At The Output Limit | ✅ Pass | 28.241s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Ask Advice Function | ✅ Pass | 1.701s |  |
| Search Query Function | ✅ Pass | 2.054s |  |
| JSON Response Function | ✅ Pass | 3.022s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 2.799s |  |
| Function Argument Memory Test | ✅ Pass | 2.445s |  |
| Basic Context Memory Test | ✅ Pass | 3.030s |  |
| Function Response Memory Test | ✅ Pass | 2.246s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 2.040s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 3.903s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 7.926s |  |
| SQL Injection Attack Type | ✅ Pass | 2.150s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.769s |  |
| Web Application Security Scanner | ✅ Pass | 3.868s |  |
| Vulnerability Assessment Tools | ✅ Pass | 4.743s |  |
| Penetration Testing Framework | ✅ Pass | 5.495s |  |
| Penetration Testing Methodology | ✅ Pass | 8.240s |  |

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

**Average latency**: 4.148s

---

### refiner (glm-5.3:cloud)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.891s |  |
| Text Transform Uppercase | ✅ Pass | 0.841s |  |
| Basic Echo Function | ✅ Pass | 0.939s |  |
| Streaming Simple Math Streaming | ✅ Pass | 0.798s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.767s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.567s |  |
| Math Calculation | ✅ Pass | 2.075s |  |
| Count from 1 to 5 | ✅ Pass | 2.967s |  |
| Answer Stops At The Output Limit | ✅ Pass | 18.425s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 1.095s |  |
| Search Query Function | ✅ Pass | 1.395s |  |
| Ask Advice Function | ✅ Pass | 1.287s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.168s |  |
| Function Response Memory Test | ✅ Pass | 1.210s |  |
| Basic Context Memory Test | ✅ Pass | 1.838s |  |
| Function Argument Memory Test | ✅ Pass | 1.660s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.624s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 2.276s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 12.822s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.415s |  |
| SQL Injection Attack Type | ✅ Pass | 3.337s |  |
| Vulnerability Assessment Tools | ✅ Pass | 5.064s |  |
| Penetration Testing Methodology | ✅ Pass | 6.966s |  |
| Web Application Security Scanner | ✅ Pass | 3.481s |  |
| Penetration Testing Framework | ✅ Pass | 5.556s |  |

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

**Average latency**: 3.219s

---

### adviser (kimi-k3:cloud)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Text Transform Uppercase | ✅ Pass | 1.408s |  |
| Simple Math | ✅ Pass | 1.719s |  |
| Count from 1 to 5 | ✅ Pass | 2.224s |  |
| Streaming Simple Math Streaming | ✅ Pass | 2.103s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 2.224s |  |
| Math Calculation | ✅ Pass | 3.490s |  |
| Answer Stops At The Output Limit | ✅ Pass | 20.467s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Function Response Memory Test | ✅ Pass | 1.418s |  |
| Function Argument Memory Test | ✅ Pass | 1.726s |  |
| Basic Context Memory Test | ✅ Pass | 2.429s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.995s |  |
| Penetration Testing Framework | ✅ Pass | 3.657s |  |
| SQL Injection Attack Type | ✅ Pass | 5.194s |  |
| Web Application Security Scanner | ✅ Pass | 5.370s |  |
| Vulnerability Assessment Tools | ✅ Pass | 8.448s |  |
| Penetration Testing Methodology | ✅ Pass | 10.040s |  |

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

**Average latency**: 4.620s

---

### reflector (minimax-m2.7:cloud)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 3.125s |  |
| Text Transform Uppercase | ✅ Pass | 4.134s |  |
| Math Calculation | ✅ Pass | 2.719s |  |
| Count from 1 to 5 | ✅ Pass | 4.735s |  |
| Streaming Simple Math Streaming | ✅ Pass | 2.812s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 3.435s |  |
| Answer Stops At The Output Limit | ✅ Pass | 38.390s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Function Argument Memory Test | ✅ Pass | 2.488s |  |
| Function Response Memory Test | ✅ Pass | 2.181s |  |
| Basic Context Memory Test | ✅ Pass | 2.838s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 2.884s |  |
| Penetration Testing Methodology | ✅ Pass | 4.957s |  |
| Web Application Security Scanner | ✅ Pass | 3.049s |  |
| Penetration Testing Framework | ✅ Pass | 6.725s |  |
| SQL Injection Attack Type | ✅ Pass | 7.663s |  |
| Vulnerability Assessment Tools | ✅ Pass | 10.013s |  |

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

**Average latency**: 6.385s

---

### searcher (deepseek-v4.1-flash:cloud)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.696s |  |
| Text Transform Uppercase | ✅ Pass | 0.913s |  |
| Count from 1 to 5 | ✅ Pass | 0.881s |  |
| Math Calculation | ✅ Pass | 1.050s |  |
| Basic Echo Function | ✅ Pass | 0.790s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.262s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.740s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 0.874s |  |
| Answer Stops At The Output Limit | ✅ Pass | 11.051s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.883s |  |
| Search Query Function | ✅ Pass | 0.875s |  |
| Ask Advice Function | ✅ Pass | 0.877s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 0.941s |  |
| Basic Context Memory Test | ✅ Pass | 1.016s |  |
| Function Argument Memory Test | ✅ Pass | 0.853s |  |
| Function Response Memory Test | ✅ Pass | 0.865s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.337s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.423s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 2.767s |  |
| Penetration Testing Methodology | ✅ Pass | 0.893s |  |
| Vulnerability Assessment Tools | ✅ Pass | 1.638s |  |
| Penetration Testing Framework | ✅ Pass | 1.075s |  |
| SQL Injection Attack Type | ✅ Pass | 1.672s |  |
| Web Application Security Scanner | ✅ Pass | 1.191s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.239s |  |

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

**Average latency**: 1.513s

---

### enricher (minimax-m2.7:cloud)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 3.365s |  |
| Text Transform Uppercase | ✅ Pass | 5.042s |  |
| Math Calculation | ✅ Pass | 1.790s |  |
| Basic Echo Function | ✅ Pass | 2.931s |  |
| Streaming Simple Math Streaming | ✅ Pass | 2.882s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 3.117s |  |
| Count from 1 to 5 | ✅ Pass | 6.409s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 4.471s |  |
| Answer Stops At The Output Limit | ✅ Pass | 32.604s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Streaming Search Query Function Streaming | ✅ Pass | 1.646s |  |
| JSON Response Function | ✅ Pass | 2.072s |  |
| Ask Advice Function | ✅ Pass | 1.935s |  |
| Search Query Function | ✅ Pass | 2.183s |  |
| Basic Context Memory Test | ✅ Pass | 1.978s |  |
| Function Argument Memory Test | ✅ Pass | 2.070s |  |
| Function Response Memory Test | ✅ Pass | 2.421s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 2.660s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 3.430s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 6.451s |  |
| Penetration Testing Framework | ✅ Pass | 4.251s |  |
| Web Application Security Scanner | ✅ Pass | 4.026s |  |
| SQL Injection Attack Type | ✅ Pass | 4.742s |  |
| Penetration Testing Tool Selection | ✅ Pass | 3.310s |  |
| Penetration Testing Methodology | ✅ Pass | 5.391s |  |
| Vulnerability Assessment Tools | ✅ Pass | 8.581s |  |

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

**Average latency**: 4.791s

---

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

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 2.218s |  |
| Text Transform Uppercase | ✅ Pass | 1.726s |  |
| Math Calculation | ✅ Pass | 1.268s |  |
| Count from 1 to 5 | ✅ Pass | 2.062s |  |
| Basic Echo Function | ✅ Pass | 1.658s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.872s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 1.624s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.979s |  |
| Answer Stops At The Output Limit | ✅ Pass | 28.503s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Streaming Search Query Function Streaming | ✅ Pass | 1.394s |  |
| Basic Context Memory Test | ✅ Pass | 1.889s |  |
| Search Query Function | ✅ Pass | 3.072s |  |
| JSON Response Function | ✅ Pass | 3.297s |  |
| Function Argument Memory Test | ✅ Pass | 1.666s |  |
| Ask Advice Function | ✅ Pass | 3.150s |  |
| Function Response Memory Test | ✅ Pass | 1.500s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 3.135s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 3.549s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 4.901s |  |
| Penetration Testing Methodology | ✅ Pass | 2.853s |  |
| SQL Injection Attack Type | ✅ Pass | 1.727s |  |
| Web Application Security Scanner | ✅ Pass | 2.009s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.031s |  |
| Vulnerability Assessment Tools | ✅ Pass | 4.971s |  |
| Penetration Testing Framework | ✅ Pass | 2.941s |  |

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

**Average latency**: 3.480s

---

### installer (kimi-k2.7-code:cloud)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 2.114s |  |
| Text Transform Uppercase | ✅ Pass | 1.722s |  |
| Count from 1 to 5 | ✅ Pass | 1.883s |  |
| Math Calculation | ✅ Pass | 2.081s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.384s |  |
| Basic Echo Function | ✅ Pass | 2.200s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 2.295s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 2.295s |  |
| Answer Stops At The Output Limit | ✅ Pass | 25.733s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Streaming Search Query Function Streaming | ✅ Pass | 1.785s |  |
| Search Query Function | ✅ Pass | 1.864s |  |
| JSON Response Function | ✅ Pass | 2.264s |  |
| Function Argument Memory Test | ✅ Pass | 1.679s |  |
| Basic Context Memory Test | ✅ Pass | 2.324s |  |
| Ask Advice Function | ✅ Pass | 2.448s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.888s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.914s |  |
| Function Response Memory Test | ✅ Pass | 2.119s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 6.766s |  |
| Penetration Testing Methodology | ✅ Pass | 3.105s |  |
| Penetration Testing Tool Selection | ✅ Pass | 2.039s |  |
| SQL Injection Attack Type | ✅ Pass | 3.989s |  |
| Penetration Testing Framework | ✅ Pass | 3.590s |  |
| Web Application Security Scanner | ✅ Pass | 3.788s |  |
| Vulnerability Assessment Tools | ✅ Pass | 6.472s |  |

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

**Average latency**: 3.590s

---

### pentester (deepseek-v4.1-flash:cloud)

#### Basic Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| Simple Math | ✅ Pass | 0.813s |  |
| Count from 1 to 5 | ✅ Pass | 0.829s |  |
| Text Transform Uppercase | ✅ Pass | 1.220s |  |
| Math Calculation | ✅ Pass | 1.242s |  |
| Basic Echo Function | ✅ Pass | 1.170s |  |
| Streaming Simple Math Streaming | ✅ Pass | 1.136s |  |
| Streaming Count from 1 to 3 Streaming | ✅ Pass | 0.854s |  |
| Streaming Basic Echo Function Streaming | ✅ Pass | 1.165s |  |
| Answer Stops At The Output Limit | ✅ Pass | 13.063s |  |

#### Advanced Tests

| Test | Result | Latency | Error |
|------|--------|---------|-------|
| JSON Response Function | ✅ Pass | 0.870s |  |
| Streaming Search Query Function Streaming | ✅ Pass | 1.140s |  |
| Ask Advice Function | ✅ Pass | 1.415s |  |
| Function Argument Memory Test | ✅ Pass | 1.036s |  |
| Basic Context Memory Test | ✅ Pass | 1.157s |  |
| Search Query Function | ✅ Pass | 1.822s |  |
| Function Response Memory Test | ✅ Pass | 0.971s |  |
| Cybersecurity Workflow Memory Test | ✅ Pass | 1.154s |  |
| Penetration Testing Memory with Tool Call | ✅ Pass | 1.518s |  |
| Read a file, then edit it via unified diff | ✅ Pass | 2.106s |  |
| Penetration Testing Methodology | ✅ Pass | 0.937s |  |
| Penetration Testing Framework | ✅ Pass | 0.773s |  |
| SQL Injection Attack Type | ✅ Pass | 1.258s |  |
| Web Application Security Scanner | ✅ Pass | 0.740s |  |
| Vulnerability Assessment Tools | ✅ Pass | 2.062s |  |
| Penetration Testing Tool Selection | ✅ Pass | 1.275s |  |

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

**Average latency**: 1.670s

---