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CIA Triad for LLM Security: Real-World AI Attack Failures
Confidentiality, integrity, and availability map every documented LLM attack failure. Here’s how prompt injection breaks each pillar.
May 18
•
ToxSec
19
7
7
Is Vibe Coding Safe? 3 Security Checks Every AI Coder Needs
Hardcoded secrets, hallucinated packages, and insecure code patterns ship by default. Here’s the free tooling that catches all three.
May 15
•
ToxSec
26
14
12
Mozilla Mythos Harness: AI Bug Hunting Without The Slop
Inside the agentic loop Mozilla wrapped around Mythos to surface 271 Firefox bugs, and why the harness mattered more than the model.
May 12
•
ToxSec
22
9
6
40:52
Promptfoo Red Teaming: DAST for Your LLM Pipeline
YAML config, one command, 50+ attack plugins. OpenAI just bought the company. Still MIT licensed.
May 9
•
ToxSec
21
1
7
Garak Vulnerability Scanner: Nessus for LLMs
Point it at a model. Pick your probes. Watch every guardrail break in JSONL.
May 6
•
ToxSec
20
1
9
PyRIT AI Red Teaming: Metasploit for LLMs
Microsoft’s AI red team framework breaks down targets, converters, scorers, and orchestrators for bug bounty work.
May 3
•
ToxSec
17
1
6
April 2026
What is Slopsquatting? AI Hallucinations Ship Malware
Attackers pre-register the fake package names AI coding tools invent, then wait for the copy-paste. slopcheck blocks it at the install boundary.
Apr 28
•
ToxSec
and
Karen Spinner
33
18
15
Is Claude Code Secretly Installing Spyware?
A researcher caught Claude Desktop installing browser bridges silently. Plus the MCP RCE Anthropic won’t patch.
Apr 26
•
ToxSec
and
Exploring ChatGPT
47
18
18
47:15
Token-Level AI Security: The Opus 4.7 Tokenizer Graveyard
A new tokenizer ships fresh dead zones, and every model now carries a graveyard of glitch tokens nobody has mapped yet.
Apr 24
•
ToxSec
26
7
11
How to Jailbreak Claude Opus 4.7: A Bug Bounty Field Guide
Five jailbreak families, the tools bounty hunters actually use, and the mindset that turns a prompt into a payday.
Apr 20
•
ToxSec
24
1
8
You Downloaded Gemma 4 from Hugging Face. Is It Safe to Run?
Pickle files, backdoored weights, and sleeper agents turn your privacy win into an attack surface. Gemma 4 security.
Apr 15
•
ToxSec
36
18
13
6:49
Is Your Local AI Model Backdoored by Your Politics? Sleeper Agents Exposed
Pickle file exploits, sleeper agents, and typosquatting turn the local AI privacy play into an open attack surface.
Apr 12
•
ToxSec
and
Exploring ChatGPT
31
8
11
49:51
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