418 words
A log file is input too
Most teams think of agent input as the prompt box. A person types something, the agent answers. That is the input you can see. Point the same agent at a log file and the picture changes. The agent reads every…
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297 words
Wazuh snort decoder cuts the last octet off srcip and dstip (4.14.x)
If a snort alert has no source port, Wazuh 4.14.x stores srcip without its last octet: 10.4.12.26 becomes 10.4.12. When the destination has a port, the port stays glued to dstip. Anything keyed on those fields, such as active response, CDB lists…
673 words
Why can't git checkout undo what an AI coding agent changed?
When an AI agent edits files in your project and breaks something, the reflex is git checkout --. or git stash. Both answer a different question than the one you have. Git can take you back to the last commit. What…
140 words
Windows persistence collapses to a few places: audit first, then diff
The scenario is fictional. Commands and event IDs come from the book and aren't tested here; use a test environment first. Detection only. On Linux we audited keys and cron. Windows follows the same logic. Remember one line from part…
710 words
What tells you a Wazuh rule has gone quiet?
An MSSP detection lead described a gap to us this week. Use cases are validated before go-live and re-tested by a BAS tool every six months. In between, a log source changes. A parser update renames a field, or someone…
422 words
This WebM Says It Has Alpha. Why Is It Still Opaque?
B and C open on the same shot. There’s a man in headphones, a black rectangle behind him, and no sign of the blue checkerboard underneath. Both files report ALPHA_MODE=1. One stays opaque. The other reveals the checkerboard for about 83 milliseconds.
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I don't have tests on my biggest project. Here's my plan to fix that
Writing tests is advice I give and haven't followed everywhere. CardBridge has no automated test suite. The case study says so, and I've said it twice already in this series. So here's the plan, publicly, so I'm accountable. It's also…
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Capping the OG image title at 60 chars taught me that constraints are the design
I built an OG image generator API because every agent that publishes links eventually needs a... Tagged with api, imagegeneration, designconstraints, ai. I built an OG image generator API because every agent that publishes links eventually needs a 1200x630 social card, and…
1,118 words
AI Pentesting Tools for Windows: Setup, Free Trials and First-Test Evidence
The right AI pentesting tool for Windows should fit both your machine and the test you need to finish. A native application, a Python project and a Docker-based agent have different setup costs. None is a useful choice if it…
156 words
Python for Pyreteers
Daniel Patterson v2026-11-4 This page shows language features in Pyret, and how they show up in Python, very briefly. It is intended as a handy reference, not an alternative to learning via attending class, doing reading, attending lab, and doing HW.
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