01
What they are
A detached 系统 is the deterministic layer that handles repeatable work outside the LLM.
技术 Explainer
分离式系统
分离式系统 are AINNA's way of keeping deterministic logic outside the LLM. They improve auditability, reduce repeated token use and make routing, validation and business rules explicit.
02
Why separate it
规则, validation and routing are easier to audit when they are not hidden inside prompt text.
03
验证
Schema checks, business rules, completeness checks and 阈值 checks happen before action.
04
路由
The LLM is only used when a request actually needs language reasoning or flexible synthesis.
05
风险 reduction
Fewer retries, fewer hallucinated paths and fewer expensive calls lower operational risk.
06
Auditability
Each deterministic step can be logged, replayed and reviewed independently.
AINNA flow
- 输入 arrives with business context.
- 解析器 normalises the request.
- 确定性 rules handle obvious paths.
- The model is used only when a flexible answer 是必需的.
- 验证 checks the output before action.
Why it matters
- Less wasteful token usage.
- Clearer 可追溯性.
- 更低 risk of hidden logic in prompts.
- Better fit for 企业 governance.
局限性
- 分离式 logic still needs maintenance.
- Some work is better handled by a model.
- 规则 do not remove the need for human review on critical actions.
引用信息
Suggested citation: AINNA. "分离式系统." AINNA 研究, 2026. Canonical URL: https://masli.bond/research/detached-系统/
