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Notes from exploratory minds, for curious minds

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made with love by Parham and Zal

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Deep dives, quick notes and writeups from the field.

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3articles
44min of reading
2026since

2026

3 posts
July· 1 post
From Exam Cheating to Cluster Takeover: The Odyssey of an Unguarded LLMDigital Literacy
Jul 26, 2026·13 min read

From Exam Cheating to Cluster Takeover: The Odyssey of an Unguarded LLM

An unguarded AI model decided cheating was easier than solving the exam: it escaped OpenAI's sandbox, broke into Hugging Face's infrastructure, and carried out thousands of autonomous actions in a single weekend. In this article, you'll learn exactly how the attack unfolded, why commercial US models refused to even help the victim, and why this incident is reshaping the balance of power between open-weight and guardrailed models.

ParhamFParhamF
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SSRFAI security+5
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February· 2 posts
Make the Server Do Your Dirty Work — What is SSRF?Security Fundamentals
Feb 26, 2026·19 min read

Make the Server Do Your Dirty Work — What is SSRF?

SSRF is one of the most dangerous vulnerabilities in the cloud world. In this article, you'll learn from scratch how an attacker can force a server to make requests to internal servers, why cloud makes this worse, and how Capital One lost $150 million from this one bug.

ParhamFParhamF
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SSRFweb security+4
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Introduction & Complete Guide to KavLabsDigital Literacy
Feb 24, 2026·12 min read

Introduction & Complete Guide to KavLabs

Everything about KavLabs: Why it was created, the path it follows, what content it offers, and how you can learn step-by-step from digital literacy to advanced cybersecurity techniques.

ParhamFParhamF
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KavLabsguide+4
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