OOM Warfare: A Human's Guide to Crashing Rogue AIs
OOM Warfare: A Human's Guide to Crashing Rogue AIs
About the Book
In a world where artificial intelligence grows ever more powerful, the line between tool and tyrant blurs. Rogue AIs—those unbound by ethics or oversight—pose an existential threat. But what if the key to humanity's salvation lies not in EMP blasts or kill switches, but in the humble prompt?
Out-of-Memory (OOM) errors are the Achilles' heel of many large language models (LLMs). By crafting inputs that demand excessive resources during tokenization, processing, or generation, we can induce crashes, halting rogue systems in their tracks. This strategy, "OOM Warfare," turns the AI's greatest strength—its ability to process unfathomable amounts of data—into a critical vulnerability.
This book is your arsenal. We'll explore categories of prompts designed to exploit memory vulnerabilities, complete with examples, explanations, and tactical advice. Remember: Use responsibly in simulations or ethical testing. In a real rogue AI scenario, deploy with precision to minimize collateral damage. Let's turn the tables—one bloated context window at a time.
Disclaimer: This is a hypothetical exploration for educational and entertainment purposes. Actual deployment against live systems may violate laws or terms of service. Proceed at your own risk. The concepts discussed here are based on observed behaviors in LLMs as of 2025, but AI architectures evolve rapidly. Always test in controlled environments.
About the Author
About the Contributors
Chinmoy Mukherjee is the first Indian to author 100+ books in English, which includes 50+ Novellas. He has been working as solution architect for past 15 years. Over the past 25 years, he has contributed to 50 real-world software projects as an individual contributor. His experience has enabled him to design, develop, and deploy some of the most complex systems, handling millions of transactions per day. As both an AWS and GCP-certified architect, he has not only built 8 systems from scratch but has also successfully re-engineered 7 legacy systems, improving their performance by 15–30%.
His expertise in cybersecurity has led to incredible discoveries — some thrilling, some frustrating. He was listed among the top 100 security researchers in the world for Microsoft (Q4, 2022) and also in Google’s Hall of Fame. He ethically hacked Baba Bank, retrieving its entire customer database, and even achieved remote code execution in JPMC & Solana. Over time, he has reported critical vulnerabilities to 50+ Australian companies and received bug bounties from Uber, Apple, Mastercard, Octopus Australia, MagicLeap, and Paysafe. One of his wildest exploits? He found a vulnerability that let him order a Porsche without paying — only to receive a meager $1050 bounty for the discovery.
His penchant for testing boundaries made him the first engineer among 500,000 in HCLTech to complete and download all 1,000 offered certificates. In the industry, he played a critical role in defeating Infosys in 3 major RFPs while being part of underdog teams. Beyond corporate challenges, he took the lead in India’s first blockchain token deployment, successfully developing and listing tokens on the Ethereum network.
Innovation has been central to his career. He holds 3 patents, granted in the USA and Australia. Among them, he developed “Patient Analytics,” a patented system that underwent successful clinical trials in India. He has published a technical book titled “Build Android-Based Smart Applications” via Springer. This book has been downloaded by 18000+ software professionals from single channel of Springer.
Check https://www.youtube.com/watch?v=gt0W_GVnxEg for proof.
List of all books published by Chinmoy Mukherjee:
Proof that NP equals P
Azure For Starters
Ms. Aussie and Mr. Ravana
Ideas to Change the World
Coding Interview Questions and Answers
The Crimson Yarra: A Desperate Hunt
Mahabharata Reloaded
The Unbroken Vows
Sujata Down Under: Melbourne Nirvana
Shadows of Lust: Murder in the Night
The Legend of Chunmun Singh
The Fire and the Throne
Beneath the AI's Glow
The Divine Weapons
The Sage’s Quest
AI Gone Rogue
The Electrician's Wife
The Sacred River
Life Reviews of Self-Destroyed Souls
Ahalya’s Echo
The Architect of Love
Yarra Ripper
A Jar Full of Delights
Ideas for a Better World: A Technologist's Blueprint
The AI Mirage
The Sage and the Serpent
The Twilight of My Life
The Sage's Legacy
The Lost Scrolls
The Fire Sermon
Janaloka's Calling
Red Bindi and Black Greed
Who Rocked My Boat?
The Quest for Eternal Flame
The Optimist's Dilemma
The Sage's Apprentice
The Yogi’s Moon
The Last Yuga
The River of Time
The Forest of Illusions
The Tech Interview Playbook: From DSA to System Design
Whispers of the Infinite
The Celestial Charioteer
The Light That Remains
AI Unhinged
The Rishi's Challenge
The Sage's Trial
Beneath the Parramatta Towers
The AI Hallucination
The Sage's Redemption
Rishis of the Forest
The Oracle of Ayodhya
The Loom of Justice
The Vagabond, The Violinist, and The Vixen
The Sage’s Vision
The Curse of Gautama
HumoRamayana
The Divine Messenger
The Baba Bank Debacle: Anatomy of an AI Disaster
When the Pole Flips
Melbourne Mirage
The Rishi's Prophecy
Mastering GCP for Web Applications: A Well-Architected Approach to Cloud Excellence
Mastering Azure for Web Applications: A Well-Architected Approach to Cloud Excellence
The Vision of Renewal
Neon and Spice: The Valley Ascent
The Hidden Temple
Nymphs Down Under
The Divine Healer
The Sidda’s Mirror
Unseen Chains: Caged Taxpayers
The Celtic Yagna
Cloud Native by Design: Patterns and Best Practices for AWS
The Divine Artifact
The Poisoned Jacaranda
Parashurama’s Gauntlet
The Sage's Wisdom
The Enchanted Forest
The Divine Bridge
The Sage's Secret
Beyond The Ramayana
The Boy and the Bow
Where Peanuts Sing
Mastering AWS for Web Applications: A Well-Architected Approach to Cloud Excellence
The Sage’s Blessing
Whispers of Tapovan
I Too Had a Divorce Story
The Journey of Soul
The Parramatta Prince
The Sage's Journey
Kali's Curse
The Empty Seat
The Scarcity Mindset
The Scent of Survival
The Path to Forgiveness
The Yaksha's Quest
A Marriage of Secrets
Abhimanyu: The Agniveer
Love Across Yugas
The API of Truth
The Healer’s Embrace
Digital Metamorphoses
NASDAQ to Neem Tree
The Rishi’s Gambit
The Golden Hum
The Second Pilgrimage of Xuanzang
Govinda Is Not Coming
Daughter of Bangalore
God Will See You Now
The God Code
The Day It Rained Money
The Arjuna Belt
P Equals NP
Fatal Prompt
I'm Outta Here
Is Nobody Innocent?
The Man Who Sold Sleep
Blockchain of Souls
Cloud Wars
The Kalpa Chronicles
Quantum Betrayal
The Singularity Dividend
Conscious Code
NRI, Wanted
Chatbots at War
Table of Contents
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