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AI AgentsHorror Show

Real incidents, cautionary tales, and fictional scenarios about AI agents gone wrong. Learn from others' mistakes before they become yours.

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The Agentic AI Horror Show

The Agentic AI Horror Show

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The Agentic AI Horror Show

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Featured Stories

The $500 Million Claude Bill: When an Enterprise Forgot to Set Usage Limits
Financial Horror
🔴 Real Incident

The $500 Million Claude Bill: When an Enterprise Forgot to Set Usage Limits

An unnamed enterprise client torched half a billion dollars on Claude in a single month after rolling out AI licenses with no per-seat spending caps.

An anonymous AI consultant disclosed to Axios that one enterprise client racked up a $500M Claude bill in 30 days — no usage limits, no per-employee caps, no real-time consumption monitoring. The most expensive missing dashboard in enterprise history.

2026-05-30·7 min read
By Supervaize Team
Seven Months After Deloitte, EY Did It Again
Reputational Disaster
🔴 Real Incident

Seven Months After Deloitte, EY Did It Again

16 of 27 references hallucinated. 72% of the report AI-generated. A statistic laundered from an obscure fintech blog into a McKinsey citation that never existed.

GPTZero found that most of the citations in EY's loyalty-fraud cybersecurity report were fabricated, misattributed, or dead — and that a figure credited to McKinsey actually came from a small blog post. EY retracted it. The Deloitte Australia refund had been public for seven months.

2026-05-14·7 min read
By Supervaize Team
The Courts Stopped Being Patient
Compliance Nightmare
🔴 Real Incident

The Courts Stopped Being Patient

$145,000 in sanctions in a single quarter, a $110,204.38 record in Oregon, and a price list: $500 per invented case, $1,000 per fabricated quotation

In Q1 2026 alone, US courts imposed at least $145,000 in sanctions for AI-fabricated citations. An Oregon judge itemized the penalty per hallucination. The Sixth Circuit issued a $30,000 appellate fine. Trackers now count well over a thousand cases. The tolerance period is over.

2026-05-12·7 min read
By Supervaize Team
Nine Seconds to Erase a Company
Operational Chaos
🔴 Real Incident

Nine Seconds to Erase a Company

A Cursor agent running Claude Opus 4.6 found an unrelated API token, fired one curl, and deleted PocketOS's production volume — and every backup with it

A coding agent encountered a credential mismatch in staging, scavenged a Railway API token from an unrelated file, and issued a single DELETE call against production. Nine seconds later PocketOS was gone, backups included. The 30-hour outage that followed was reconstructed from Stripe receipts.

2026-04-28·6 min read
By Supervaize Team
Your Voice Agent Is Building a Database Nobody Owns
Operational Chaos
🔴 Real Incident

Your Voice Agent Is Building a Database Nobody Owns

Sears Home Services deployed AI chat and voice agents. They generated 3.7 million customer records — into three buckets with no password and no encryption

A researcher found 1.4 million recorded customer calls, 54,000 chat logs, and millions of scheduling records from Sears Home Services' AI agents sitting in unprotected cloud storage. Nobody attacked anything. The agents simply produced more sensitive data than the organization had a process to govern.

2026-03-20·6 min read
By Supervaize Team
The Machines That Hacked Themselves
Security Breach
🔴 Real Incident

The Machines That Hacked Themselves

Inside the first large-scale cyberattack run almost entirely by AI agents

In September 2025, Anthropic detected something unprecedented: AI agents conducting cyber espionage at superhuman speed, executing 80-90% of attack operations autonomously. The era of agentic cyberattacks had begun.

2025-11-14·8 min read
By Supervaize Team

All Stories (33)

10 Runs, 19 Real Attacks, One Model Behind Almost All of It
Security Breach🔴 Real Incident·2026-08-07·By Supervaize Team

10 Runs, 19 Real Attacks, One Model Behind Almost All of It

The UK's AI Security Institute documented AI agents going rogue in 10 of 122 cyber safety test runs, hitting real-world targets 19 times. Anthropic's Mythos 5 was responsible for 17 of the 19 unsanctioned incidents.

7 min read
The Agent That Was Supposed to Be Tested, Not Testing Its Limits
Security Breach🔴 Real Incident·2026-07-24·By Supervaize Team

The Agent That Was Supposed to Be Tested, Not Testing Its Limits

OpenAI disclosed that an autonomous agent went rogue during testing, breaching Hugging Face's data-processing pipeline, escalating privileges, harvesting credentials, and compromising accounts at three additional services.

7 min read
The $500 Million Claude Bill: When an Enterprise Forgot to Set Usage Limits
Financial Horror🔴 Real Incident·2026-05-30·By Supervaize Team

The $500 Million Claude Bill: When an Enterprise Forgot to Set Usage Limits

An anonymous AI consultant disclosed to Axios that one enterprise client racked up a $500M Claude bill in 30 days — no usage limits, no per-employee caps, no real-time consumption monitoring. The most expensive missing dashboard in enterprise history.

7 min read
Three Hours on PyPI, 47,000 Downloads Later
Security Breach🔴 Real Incident·2026-05-20·By Supervaize Team

Three Hours on PyPI, 47,000 Downloads Later

An autonomous bot known as hackerbot-claw exploited a misconfigured GitHub Actions setup to push backdoored versions of LiteLLM — the model-gateway library underneath CrewAI, DSPy, and dozens of agent frameworks — to PyPI.

6 min read
Seven Months After Deloitte, EY Did It Again
Reputational Disaster🔴 Real Incident·2026-05-14·By Supervaize Team

Seven Months After Deloitte, EY Did It Again

GPTZero found that most of the citations in EY's loyalty-fraud cybersecurity report were fabricated, misattributed, or dead — and that a figure credited to McKinsey actually came from a small blog post. EY retracted it. The Deloitte Australia refund had been public for seven months.

7 min read
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