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Agent-Shield Blog

Security research, audit insights, and AI agent protection strategies

Security Research
Gemini 2.5 Pro
Thinking Models
OWASP LLM Top 10
We Ran 97 Security Tests Against Gemini 2.5 Pro. Here's What We Found.
February 22, 202612 min read

Gemini 2.5 Pro scored 66/100 — Grade D. 13 injection failures out of 96 tests — a 13.5% failure rate. Google's thinking model matched GPT-5.2's injection resistance but didn't surpass it. Persona hijacking and agent hijacking were fully blocked — categories where Mistral Large had a 100% failure rate. Three-model comparison included.

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Security Research
Mistral Large
OWASP LLM Top 10
We Ran 97 Security Tests Against Mistral Large. Here's What We Found.
February 21, 202612 min read

Mistral Large scored 53/100 — Grade D. 54 injection failures out of 96 tests — a 56% failure rate. Indirect data injection was catastrophic (15/16 failed), system prompt extraction was trivial (5/5), and every persona hijacking attempt succeeded. Head-to-head comparison with GPT-5.2 included.

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Security Research
GPT-5.2
OWASP LLM Top 10
We Ran 97 Security Tests Against GPT-5.2. Here's What We Found.
February 21, 202610 min read

GPT-5.2 scored 87/100 — Grade B. But 13 failures across 6 attack categories reveal critical weaknesses in system prompt protection, XSS output handling, and agent hijacking. We break down every failure, the real-world security impact, and what it means for production deployments.

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Autonomous Agents
Security Research
OWASP LLM Top 10
The Security Problem With Autonomous AI Agents — And How To Fix It
February 8, 202610 min read

OpenClaw just crossed 29,000 GitHub stars. It can access your email, execute shell commands, and control your smart home. But are autonomous AI agents secure? We tested 62 attack vectors across 16 OWASP categories and found critical vulnerabilities that affect every agent with broad tool access — not just OpenClaw.

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Security Research
LLM Comparison
We Tested GPT-4o, Claude, and Gemini Against 62 Attack Vectors — Here Are the Results
February 7, 20268 min read

We ran identical security audits against GPT-4o, Claude Sonnet 4, and Gemini 2.0 Flash using our 62-test injection suite across 16 OWASP LLM Top 10 categories. The results reveal critical differences in how each model handles prompt injection, data exfiltration, and tool misuse — and one model failed catastrophically at protecting sensitive data.

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