/LikelyMalware

Signal Over Noise: Why I Started This Blog

An introduction to VOID.LOG — a space for security research, AI systems, and the patterns that connect them.

February 24, 2026 1 min read

Every system has signal and noise. The job of a researcher is to find the signal.

This blog is where I document the signals I've found — in malware behavior, in model internals, in the subtle ways complex systems fail. Not tutorials. Not hot takes. Observations.

What You'll Find Here

Security Research — vulnerability analysis, reverse engineering notes, threat modeling, red team observations. The kind of stuff that doesn't fit in a CVE description.

AI & ML Systems — model internals, alignment research, adversarial inputs, the gap between benchmark performance and real-world robustness.

Tools & Tradecraft — things I've built or found useful. No fluff.

Why Monospace?

Because the terminal is the truest interface. No icons. No gradients. Just text, structure, and intent.

def signal(noise: bytes) -> str:
    """
    Strip the noise. Find the pattern.
    Returns what matters.
    """
    return noise.decode("utf-8").strip()

If you're here, you already know why that matters.


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