Deterministic Rules
Hard-coded decision logic based on fixed pattern matching or syntax parsing, whose behavior is fully predictable and auditable but which is not well suited to handling semantic variations.
Timeline (last 90 days)
laya-guard adopts a defense-in-depth architecture: deterministic rules serve as the first line of defense handling known high-risk commands, the model handles ambiguous scenarios not covered by the rules, and the kernel sandbox cannot be bypassed at the底层 level.
When a task can be reliably solved with deterministic rules, SQL queries, standard APIs, search algorithms, or traditional machine learning, introducing an LLM only adds cost, latency, security exposure, and maintenance complexity without bringing better results.
All Facts (2)
laya-guard adopts a defense-in-depth architecture: deterministic rules serve as the first line of defense handling known high-risk commands, the model handles ambiguous scenarios not covered by the rules, and the kernel sandbox cannot be bypassed at the底层 level.
50%UnverifiedWhen a task can be reliably solved with deterministic rules, SQL queries, standard APIs, search algorithms, or traditional machine learning, introducing an LLM only adds cost, latency, security exposure, and maintenance complexity without bringing better results.
50%