iselabvn/Kali-Terminus-v2

Kali-Terminus-v2: Specialized for Kali Linux Terminal Execution

Kali-Terminus-v2 is a 350 million parameter model developed by iselabvn, built upon the LFM2.5-350M-Base architecture. It is specifically fine-tuned to translate natural language instructions into precise Kali Linux shell commands, leveraging native LFM2.5 tool calls for structured JSON output.

Key Capabilities & Performance

• Command Generation: Converts user prompts into executable shell commands for Kali Linux environments.
• Tool Call Format: Generates commands within <|tool_call_start|> and <|tool_call_end|> tokens as JSON, using an exec function with a command argument.
• High Accuracy: Achieves a 92.31% Strict Pass Rate in generating semantically accurate commands across 26 turns covering network, system, and web reconnaissance scenarios.
• Significant Improvement: Demonstrates a +42.3 percentage point improvement over its v1 LFM2.5 counterpart.
• Specialized Training: Fine-tuned on the iselabvn/Kali-terminal-executor-v2 dataset, comprising 2,418 samples, with a focus on tools like nmap, dig, gobuster, and curl.

Intended Use Cases

• Executor Agent: Designed to function as an executor agent within multi-agent penetration testing systems.
• Single-Turn Kali Terminal Assistant: Ideal for single-turn conversions of natural language requests into Kali shell commands.

Limitations

• Primarily for single-turn command generation; multi-turn interactions require external state management.
• Commands are intended for authorized lab environments and require human review for production systems.
• Best performance is observed with the 15 core Kali/Linux tools present in its training data.