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Applied Research

Category: Security

Indigo LLM – The RAG & ETL

Posted on April 26, 2025April 27, 2025 By Tyler G.
Indigo LLM – The RAG & ETL

Retrieval Augmented Generation(RAG) is the method of choice for increasing the output accuracy of Natural Language Processing(NLP), generation-based models. I’m not claiming that this will eliminate your generative model’s chances to hallucinate (as some do), but it does push the the model to retrieve relevant documents or pieces of information from your own corpus, based…

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AI, LLM, Machine Learning, Security

Indigo LLM

Posted on April 15, 2025April 26, 2025 By Tyler G.
Indigo LLM

Though most Large Language Models(LLM) feature strong out-of-the-box capabilities with a wide spectrum of knowledge, they often fall short when asked to perform in-depth tasks within a specific subject matter — making them less that useful within specialized domains, like cyber security. There are two basic options to remedy this shortcoming while mitigating sacrifice of…

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Machine Learning, Privacy, Security

The Big Data SIEM: Storage in Azure

Posted on March 25, 2025April 25, 2025 By Tyler G.
The Big Data SIEM: Storage in Azure

In the previous article (The Big Data SIEM: Ingestion Layer with Azure) we establish a baseline of principles with which to ingest data at the multiple petabyte per day scale. Though many aspects align to lessons learned in review of Azure’s Well Architected Framework(WAF), we include our recommendations for API client calls, data transformations, team…

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Azure, Case Study, Cloud, Docker, Linux, Security

Update to the Dark Web Crawler

Posted on February 10, 2025May 19, 2025 By Tyler G.
Update to the Dark Web Crawler

Back in June 2024, I wrote a post about a homelab project I had started, which aimed to characterize the dark web. The project was ultimately a success, achieving an average of ~75k .onion v3 resources located (verified & enriched) per 24 hours, over a 6 day “final” trial period. This was roughly 10x the…

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Case Study, Linux, OSINT, Privacy, Security

The Big Data SIEM

Posted on December 11, 2024May 19, 2025 By Tyler G.
The Big Data SIEM

You’ve just gotten into the office on a Monday and your CISO has pulled you into a meeting. The board has decided you’re moving your SIEM off of Splunk (Elastic, Rapid7, etc.) to save money…

Azure, Case Study, Cloud, Security

The Dark Web Scraping Project

Posted on June 29, 2024July 1, 2024 By Tyler G.
The Dark Web Scraping Project

A homelab project in Dark Web content discovery, behavioral traffic analysis, and database development.

Docker, OSINT, Privacy, Security

Pop!_OS as a Daily Driver

Posted on September 7, 2023November 9, 2023 By Tyler G.
Pop!_OS as a Daily Driver

Recommendations and review of Pop!_OS (by System76) after 4 years of use as my daily driver.

Linux, Privacy, Security

OnionShare

Posted on August 8, 2023November 9, 2023 By Tyler G.
OnionShare

An introduction and walk-through of one of the most commonly overlooked and little known Onion Network tools.

Linux, Privacy, Security, Tutorial

Switching to Virtual Cards

Posted on July 28, 2023July 28, 2023 By Tyler G.
Switching to Virtual  Cards

A case for virtual cards: Privacy & security considerations for the e-commerce participant.

Privacy, Security

Vulnerability Scanning with Nmap

Posted on July 26, 2023July 28, 2023 By Tyler G.
Vulnerability Scanning with Nmap

Adding a powerful vulnerability scanning tool to your Nmap Scripting Engines(NSE), it’s use-case and demonstration.

Security, Tutorial

Recent Posts

  • Deploying Locally Trained LLM & ML Assets to Azure
  • Indigo LLM – The RAG & ETL
  • Indigo LLM
  • The Big Data SIEM: Storage in Azure
  • Babel — A High Performance Dummy Data Load Generator

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