Lessons

The following is a bunch of scattered (hopefully not too scattered) notes from experienced people in the tech industry. Tips regarding creating an effective piece of writing to update a project: Consider person reading this article will spend ~ 5-10 seconds - at most. Example layout: Flashy title TLDR (with some numbers); this also sets the context Impact Next Steps

March 5, 2026 · 1 min
margin research company logo

Margin Research, Research

Article currently in progress. Objective Building a graph-based system to identify and profile software supply chain threat actors by correlating their digital identities across platforms with vulnerable data in open-source software. Review of past group’s work Current Field State Literature review Ideas

March 2, 2026 · 1 min

Quantum Reserach

March 1, 2026 · 0 min
ai generated image

Almost Complete: RPI Lally Calendar Page

Taking initiative and creating the events calendar page for Lally School of Management

November 18, 2025 · 2 min

RCA + LLM reserach issues

here are the following issues currently in prod: canary exists for a binary, but initial crash analysis doesn’t pick it out. potential solution: doing a checksec at the beginning and including that in the final json (crash_data). this will also include important information such as PIE. feature requests: disassembly - pighidra source code integration - sending in the C code to the llm this would be useful for things like figuring out if alloca exists (contractor binary)

November 4, 2025 · 1 min

RCA + LLM + Binaries research progress

11.27.2025 Refactoring code hell. Patrick gave the idea of using exploit.py instead of static .poc file. Take-aways: The AI provides a high-level overview of ./contractor which is good. However, doesn’t get into the nitty-gritty of how exactly its solved. What I’m thinking to solve this: Summarize GDB outputs / summarize the last 5 iterations. Need to include pighidra to get C code in order to make RCA faster. 11.09.2025 Task 1: Create a persistent GDB Session. Should be pretty straight-forward to set up. Task 2: Refactor the code, such that you just use the master_llm to spit out plan + commands, then use a helper LLM to summarize said outputs of commands, so that the master_llm has a smaller context to worry about. Task 3: Integrate pighidra Task 4: Integrate checksec ...

November 2, 2025 · 4 min

RCA (Root Cause Analysis) of Binaries AI Research

Still a WIP (Work - In - Progress) It was early September, when I reached out to Professor Yener expressing my interest to be involved in security research. Now, a few months into this RCA research, I’m glad through happenstance I reached out. Objective Given a binary, is it possible to create a RCA (Root Cause Analysis) of a binary, given a PoC (Proof of Concept) Background First, what does RCA even mean? ...

November 1, 2025 · 3 min
aws saa certification image

AWS Certified Solutions Architect - Associate Exam Reflections

Taking the AWS SAA-C03 exam what what I learned from it

August 4, 2025 · 2 min

(AWS + Selenium)-powered Insta Notifier

Improvement: Using AWS + Selenium and discord webhooks to get insta notifications discretely

May 7, 2025 · 0 min
tampermonkey and discord cover image

Discrete Insta Notifier

Using tampermonkey and discord webhooks to get insta notifications discretely

May 4, 2025 · 3 min