# เอกสารอ้างอิง: Summary

**Generated:** 2026-01-05 09:31:14

## Overview

This directory contains benchmark results for Loki Mode multi-agent system.

## Methodology

Loki Mode uses its multi-agent architecture to solve each problem:
1. **Architect Agent** analyzes the problem
2. **Engineer Agent** implements the solution
3. **QA Agent** validates with test cases
4. **Review Agent** checks code quality

This mirrors real-world software development more accurately than single-agent approaches.

## Running Benchmarks

```bash
# เอกสารอ้างอิง: Summary
./benchmarks/run-benchmarks.sh all

# เอกสารอ้างอิง: Summary
./benchmarks/run-benchmarks.sh humaneval --execute
./benchmarks/run-benchmarks.sh humaneval --execute --limit 10  # First 10 only
./benchmarks/run-benchmarks.sh swebench --execute --limit 5    # First 5 only

# เอกสารอ้างอิง: Summary
./benchmarks/run-benchmarks.sh humaneval --execute --model opus
```
