GoKawiilNightcrawler
An autonomous penetration testing agent that runs entirely on a smartphone. Drop the phone on a network, walk away, and it discovers hosts, maps services, finds vulnerabilities, and generates a pentest report — all without cloud connectivity.
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What is this?
Penetration testing (pentesting) is the practice of testing a computer network's security by simulating an attack — with the network owner's explicit permission. Professional pentesters are hired to find vulnerabilities before real attackers do.
Nightcrawler automates this process on a phone. It uses a small AI model (LFM2.5-1.2B-Instruct-Heretic, 1.2 billion parameters) running locally on the phone's GPU to decide what to do next — which host to probe, which tool to use, what to look for. No internet connection or cloud API required.
How it works
WiFi Breach (optional) — If dropped without WiFi, it can autonomously crack WPA2 networks using an external USB WiFi adapter Reconnaissance — Discovers devices on the network using stealthy scans Enumeration — Probes discovered services (web servers, file shares, SSH, DNS, etc.) Exploitation — Tests for known vulnerabilities and default credentials Reporting — Generates a structured pentest report with findings and remediation advice
The agent operates like a patient human pentester — it rotates across hosts, does one small action per turn, and builds knowledge gradually over hours. This makes it much harder to detect than traditional vulnerability scanners that blast every host at once.
Key concepts
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