OPEN
SURFACE
AI-powered vulnerability research / reverse engineering

Look closer.Find the fault.

Exploring vulnerabilities with AI, and going deep through reverse engineering in my independent work. Field notes on how software really behaves.

Independent research by Seichs
Read the research Meet the researcher ↗
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Explore / Reverse engineer / UnderstandAI-powered vulnerability research, with the process visibleScroll to explore ↓
Plate II / The investigation

Beyond the
visible surface.

AI helps uncover a thread. Reverse engineering follows it into what the software actually does.

ObserveDisassembleUnderstand
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01 / The writing

Notes from
the surface.

Methods for tracing a lead from the first observation to evidence you can examine.

02 / Selected work

Made to follow
the evidence.

Research tool / 01Private project

AriadneTrace

Follow the thread through a binary.

An AI-assisted Ghidra workflow for discovering potential weaknesses in binaries. It connects decompiled code, assembly, and call context to evidence-linked findings, while keeping verification explicit.

Ghidra · AI-assisted analysis · Evidence-linked findings
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03 / Behind the work

Curiosity is
the method.

I publish as Seichs and mainly work on AI-powered vulnerability research. In my independent work, I specialize in reverse engineering: looking beneath the interface to understand what software actually does.

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Areas of focus
  • 01 / Primary focusAI-powered vuln research
  • 02 / Independent specialtyReverse engineering
  • 03 / On the blogResearch notes & writeups
04 / Public profile

Find me
on GitHub.

Interested in my research or in working together? You can find my public work and current profile under Seichs.

View Seichs on GitHub ↗