Lab notes / The work behind the work
Ideas, decisions, and lessons from the build.
04
Short technical essays that open the project cards: what raised the question, how the system was shaped, and what I would carry into the next experiment.
Notebook index
Read through the research process.
These are not announcements. They are compact explanations of the problems, tradeoffs, and research habits behind selected work.
NOTE / 015 min read
Benchmark integrity
When perfect accuracy isn't proof
Why an extraordinary security-model score should begin a better question about the benchmark.From: Misleading Performance in Sysmon-Based Machine Learning
Read the note
NOTE / 024 min read
Reproducible research
Designing research that can be re-run
What changes when the manuscript, dataset, and evaluation code become one inspectable object.From: RAVA
Read the note
NOTE / 034 min read
Cybersecurity education
Assessment integrity without static flags
How per-student challenge variants can resist answer-sharing while keeping practical work manageable.From: Operation North Guard
Read the note
NOTE / 044 min read
Endpoint security
What an update must prove before trust
Why autonomous defensive change needs a validation boundary before its blast radius becomes the evidence.From: AI-Driven Update Validation in Endpoint Security
Read the note