web_pentest = {
    "recon":        ["Nmap", "Shodan", "Subfinder"],
    "scanning":     ["Nuclei", "Nikto", "WhatWeb"],
    "exploitation": ["Burp Suite", "SQLMap", "XSStrike"],
    "post_exploit": ["Weevely", "LaZagne", "Mimikatz"],
    "collection":   ["HackBrowserData", "SharpCollection"]
}

apt_intel = {
    "threat_intel":    ["MITRE ATT&CK", "VirusTotal", "AnyRun"],
    "osint":           ["Maltego", "SpiderFoot", "TheHarvester"],
    "malware_analysis":["IDA Pro", "Ghidra", "x64dbg"],
    "methodology":     ["TTP Mapping", "IOC Analysis", "Campaign Tracking"]
}

implant_dev = {
    "languages":  ["C/C++", "Golang", "Rust", "Assembly"],
    "techniques": [
        "Shellcode Development",
        "Process Injection",
        "Evasion & Anti-Analysis",
        "EDR Bypass"
    ],
    "frameworks": ["Cobalt Strike", "Metasploit", "Custom C2"]
}

tooling = {
    "custom_tools": [
        "C2 Frameworks",
        "Recon Automation",
        "PoC Development",
        "CTF Utilities"
    ],
    "languages":  ["Python", "Go", "PowerShell", "Bash"],
    "philosophy": "Build what doesn't exist yet."
}

liquid_nn = {
    "concept": "Time-continuous ODE networks",
    "features": [
        "Adaptive computation",
        "Dynamic topology",
        "Real-time learning"
    ],
    "applications": [
        "Autonomous control",
        "Time-series modeling",
        "Robotics"
    ]
}

plasticity = {
    "learning_rules": [
        "Hebbian learning",
        "STDP",
        "Structural plasticity"
    ],
    "mechanisms": [
        "Synaptic pruning",
        "Neurogenesis",
        "Synaptogenesis"
    ]
}

brain_arch = {
    "inspiration": "Biological neural circuits",
    "components": [
        "Spiking neurons",
        "Neuromodulators",
        "Cortical columns"
    ],
    "goals": [
        "Energy efficiency",
        "Continual learning",
        "Emergent behavior"
    ]
}