AI Security
AI Agent Tool-Scope Enforcement Patterns
Agents get tool lists, not tool boundaries. We walk through scoping patterns that actually hold when Claude 4 or GPT-5 picks the wrong function at runtime.
Jan 8, 20266 min read
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Griffin AI vs Pure GPT-5 for Security Workflows
Frontier models are remarkable reasoners, but security workflows demand more than raw intelligence. Here's how Griffin AI grounds frontier reasoning in real tenant context.
Jan 8, 20267 min read
AI Security
Reachability Analysis: Griffin AI vs Mythos
Reachability-grounded reasoning produces actionable findings. Ungrounded LLM reasoning produces speculation. We explain the methodology gap.
Jan 8, 20266 min read
AI Security
Specialised Security LLM vs Frontier Model: The Choice
Frontier models are general polymaths. Security-specific LLMs are narrow experts. Choosing between them is rarely about raw intelligence and almost always about cost, latency, and the shape of your data.
Jan 8, 20267 min read
AI Security
Frontier Model Non-Determinism As A Security Limit
Non-determinism is not a rough edge frontier labs will polish away. It is an architectural property of how transformer decoding works, and it places a hard ceiling on the kinds of security contracts you can sign.
Jan 7, 20267 min read
AI Security
Griffin AI vs Gemini Pro for Security Workflow
Gemini Pro brings capable reasoning and a massive context window to general-purpose workflows. Griffin AI brings a security engine with an LLM on top. The difference matters when the workflow is appsec.
Jan 7, 20266 min read
AI Security
SBOM Ingestion: Griffin AI vs Mythos
A detailed comparison of how Griffin AI consumes SBOMs as structured reasoning context while Mythos-class pure-LLM tools skim them as prose — and why that architectural gap determines the quality of every downstream finding.
Jan 7, 20267 min read
AI Security
Prompt Injection At Scale: 2026 Trend Review
Prompt injection has evolved from demonstration exploits into a category of attack that runs continuously against production AI systems. Here is what changed in 2026.
Jan 6, 20266 min read
AI Security
Published Benchmarks: Griffin AI vs Mythos
Griffin AI publishes a five-family eval harness with concrete numbers. Most Mythos-class competitors ask buyers to trust marketing claims instead of data.
Jan 6, 20266 min read
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