科技 资产
AINNA's Autonomous Development & 编排 代理
Coordinates specialised agents, models, parsers and deterministic 系统 to turn business requirements into working digital 系统.
它是一项技术资产，既不是人类高管，也不能替代管理层的责任承担。
人类-Directed · 任务-Orchestrated · 已验证 · Accountable
John's 工艺
设计和管理独立运行 AI 系统的专家
多LLM技术栈：Ollama · OpenRouter · DeepSeek · Mixtral · Qwen
代理 count, detached 系统, 在线演示, scenario library and model families are separate measures. Unconfirmed agent counts are not published on this page.
Objective · 权威性 · 风险 Boundaries
人类 leadership defines objectives, authority and risk boundaries. John then translates those boundaries into executable 工作流.
Coordination · 路由 · 执行
John coordinates appropriate development or operational 工作流, selecting the right mix of models, parsers and deterministic 工具 for each task.
Models · Parsers · 工具
已选择 agents, models, parsers and deterministic 工具 perform defined tasks with clear inputs, outputs and error handling.
可重复 → 可预测 系统
可重复工作流s are converted into software 系统 that no longer require continuous LLM inference, improving reliability and cost.
验证 · 日志记录 · 人类 审批
在适当情况下通过验证规则、日志及人工审批对输出进行核查，确保整个流程可问责。
John支持开发与运营工作；他不拥有管理决策权。
Models, parsers and 工具 are selected according to defined tasks and permissions.
管理 remains responsible for objectives, approvals and consequential decisions.