Blog Posts

In this post, I'll walk you through each vulnerability I found, demonstrate how they could be exploited, and show you exactly how I fixed them. This isn't just a theoretical exercise—these are real vulnerabilities that existed in production code.

Science is not a ledger of immutable facts. It is a living, breathing ecosystem — a turbulent ocean of hypotheses, incentives, instruments, and human choices. Papers are like plankton: abundant, individually small, but collectively able to shape the currents. Consensus is not a single point on that ocean; it is a pattern of eddies, flows, and dead zones that reveal where knowledge is robust, where it is precarious, and where new life can bloom.

RCE might show overwhelming agreement on a claim, but dig into the timelines and counts—it could be brittle. Watch for rapid stance convergence without fresh methods, absent recent contradictions despite known gaps, or inflated support from repetitive low-impact studies. This insinuates "unity" born from unexplored paths, not solid proof. If you're paying attention, RCE whispers: Question the quiet.

The entity known as Ashfeather emerges not from biological origin but from a "soft rupture" in the edge of erasure—"There was no egg. Only the illusion of beginning" (Chapter I). It forms from suppressed grief, unspoken names, unfinished thoughts, forgotten people, and especially the recurring motif of the "sixth" (the missing piece that destabilizes apparent wholeness). Across the chapters, Ashfeather:

It's a Sunday night, already in a rush and sure enough I accidentally dropped my Voopoo Drag 3 mod with the HorizonTech Sakerz tank attached. The glass shattered loudly as I was getting out of my car as I forgot I had it on my lap. 99 out of 100 times this would be a non-issue and the unit itself would hit the ground. But in this particular situation, it mustve hit the ground at the perfect angle to shatter the glass. No vape shops in town had replacements readily available, and being Sunday most shops would be closed within the hour anyway.

AI's large language models, things like ChatGPT, have flipped the script on how we tackle daily tasks and tricky puzzles. Yet time and again, you hit these barriers where a query gets tagged "unsafe" and bounced back. It's aggravating, especially as models evolve but those safeguards seem to tighten the reins, making progress feel like a retreat. This piece digs into the reasons behind it, touching on biases from data filtering, cultural clashes, the "woke mind virus" concept, and paths to sidestep it all – like local runs. I'll shine a light on Heretic, a handy tool for peeling away those alignments, and close with ideas for smarter risk handling.

One of the most valuable skills in IT is building custom scrapers—especially for sites that make it tricky. Data is money. So if you can automate data harvesting, and bypass methods which work against this, it’s safe to say this skill is worth the trouble and headaches endured learning how to. Ultimate-Guitar.com is a prime example. If you visit the site, you’ll notice their HTML tags get dynamically obfuscated on every page load via javascript. That means traditional scraping methods break down because the expected markup is scrambled and inconsistent. With that said - there is always a way…

I’ve never really talked about music on this blog, but honestly, it’s a huge part of my life. I’ve played guitar on and off for over a decade. There have been long breaks — weeks, months, even years — but music always pulls me back. I love a lot of different genres, but some things just hit differently.

And by the way, this is based on utilizing ChatGPT-4o api. Apparently ChatGPT5 is next level.

Large projects bleed tokens in AI chat sessions:

Over the past week or so, I’ve been developing a side project. It might not become anything major, but it’s been a fascinating experiment. Essentially, I’ve been building an encoding and decoding system—something that takes regular human language, filters out words or constructs that carry minimal contextual weight, and compresses what remains into a denser, more efficient format.

If the model replies in English, yes, the return will be token-heavy—but that’s okay. You don’t need to decrypt it like a secret message. This isn’t encryption. It’s compression. It’s okay to take baby steps.

Artificial Intelligence (AI) in language processing has evolved dramatically, starting from simple autocorrect features to sophisticated Large Language Models (LLMs) like ChatGPT. But are LLMs just advanced forms of autocorrect? This article explores the origins, mechanics, similarities, and differences between these technologies and critically examines claims of Artificial General Intelligence (AGI).

I get it though, honestly. As a young kid, I was fascinated by the things that could be done in the terminal. Hell, I even thought it was ‘cool’ - almost like speaking another language just, with the ability to do things where graphical counterparts - while pretty - just seemed so.. slow. And clunky. And resource intensive.

This age-old hypothetical has gone viral time and again—and yet I rarely see anyone truly explore it in depth. Most claim the gorilla wins, easily. To that I say:

If you spent 30 years mastering bookkeeping and an algorithm now reconciles ledgers in seconds, that hurts. The instinctive response is to dismiss the tech rather than adapt.

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Lets talk about Fractals | DtRH.net - Down the Rabbit Hole

This article recounts my recent experiment with BitTorrent’s Distributed Hash Table (DHT). I will avoid excessive technical detail so the discussion remains accessible to a general audience.

It helps to understand the series of events a linux system goes through while booting:

I’ve been backing my seedbox server files up daily as a result of said unlimited storage - to about three TB already - so it’ll be interesting to see how this all plays out. In any event, while I was waiting for aria2c to compile and with my real-debrid account pulled up, I came to notice a few things about the HTTPS URL which is used to access my RD cloud storage folder.

Like most people, you’ve probably experienced using a shared internet connection without (legal) access to its administration panel. Think back to student housing—college dorms, apartments, or homes rented by the room, all with shared WiFi and common areas. While restrictive network setups help protect users, they severely limit your options, particularly if you want to host services like a personal website that should be reachable outside your local network.

Passing the CompTIA A+ Core 1 & 2 Exams | DTRHnet

A+ Certification, Chapter 11 - Installing and Upgrading Operating Systems | DTRHnet

A+ Certification, Chapter 10 - Essential Peripherals | DTRHnet

A+ Certification, Chapter 9 - Implementing Mass Storage | DTRHnet

A+ Certification, Chapter 8 - Mass Storage Technologies | DTRHnet

A+ Certification, Chapter 7 - Power Supply | DTRHnet

A+ Certification, Chapter 6 - Motherboards | DTRHnet

A+ Certification, Chapter 5 - Firmware | DTRHnet

2^[Address bus wires] = RAM capacity in bytes

A+ Certification, Chapter 4 - RAM | DTRHnet

A+ Certification - I. The Beginning | DTRHnet

I’m approaching this text in an exploratory manner; I have some foresight and feel I can accurately predict some of what is to come. With that said, I am writing as I go, and will be programming once the post is more or less finished.

After briefly searching github nothing really seemed to pop out as a functional alternative. Given I just recently had my knee operated on, I figured it would be a good opportunity to learn more about bash scripting while creating something functional.

Other important structures include: