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AINNA WebCLI · AI operations workspace

One 命令. Multiple AI智能体. Intelligent 执行.

A clearer way to explore AI-assisted operations.

探索 routing concepts, controlled review 工作流 and a recorded technical replay. 实际 capabilities depend on deployment configuration and human authorization.

Public page · informational执行 · not activated here
AI operations laptop concept image; illustration, not a live screenshot
概念 visualizationIllustration — not a 实时 product screenshot.

02 / 智能路由

架构 concept

Match each task to the right path.

A routing architecture can direct predictable work to rules or cache, 结构化提取 to a parser or small model, and tasks needing broader reasoning to an 高级模型. The route depends on the deployment and its configured providers.

模拟 example · no prompt is sent and no model is invoked.

常规 lookup → 规则 / cache模拟 routing only. No prompt is sent and no model is invoked.

WORKFLOW

规则 & cache

可重复 lookups and 确定性检查.

WORKFLOW

SLM & parser

Structured extraction and bounded tasks.

WORKFLOW

Advanced LLM

任务 that need broader reasoning.

Concept illustration of the NeuralOps Smart Router
概念 visualizationIllustration — not a 实时 product screenshot.

03 / 构建者 & Auditor

In development

Separate creation from review.

The proposed workflow separates a 构建者 role from an Auditor role. 变更 move through review and human approval; autonomous 实时 execution is not enabled by this public page.

WORKFLOW

构建者

Prepares a proposed change for review.

WORKFLOW

Auditor

Checks the proposal against defined requirements.

WORKFLOW

人工审批

A person decides whether a reviewed change proceeds.

Concept illustration of Builder and Auditor agents
概念 visualizationIllustration — not a 实时 product screenshot.

04 / Browser-based WebCLI

Recorded demo

A browser view into the command workflow.

探索 the recorded technical replay to see the interface and its simulated events. It is not a 实时 production console and does not expose authenticated sessions.

WORKFLOW

Recorded replay

Playback of a historical audit recording.

WORKFLOW

模拟

Displayed events are illustrative, not 实时 telemetry.

WORKFLOW

技术 exploration

打开 the public replay on the 命令行 page.

打开 the recorded replay

Illustrative browser-based WebCLI interface
概念 visualizationIllustration — not a 实时 product screenshot.

05 / 分离式系统

架构 concept

Use deterministic services for repeatable work.

Schedulers, parsers, scripts and application services can handle repeatable steps without sending every operation to an LLM. The suitable boundary depends on each workflow.

WORKFLOW

定义 the task

Identify stable inputs, rules and expected outputs.

WORKFLOW

Use a suitable service

Prefer deterministic processing where it fits.

WORKFLOW

升级 when needed

路线 exceptions for model-assisted handling or review.

Concept illustration of detached automation services
概念 visualizationIllustration — not a 实时 product screenshot.

06 / Telegram OTG

部署-dependent

远程 instructions with clear boundaries.

A remote-control integration can provide an authorized way to submit instructions and receive task 状态. 可用性, permissions and supported actions depend on the deployment.

WORKFLOW

Authorized access

Connect only approved accounts and devices.

WORKFLOW

任务 状态

Return progress and completion information.

WORKFLOW

Scoped actions

Expose only capabilities enabled for that deployment.

Illustration of remote AI operations from a smartphone
概念 visualizationIllustration — not a 实时 product screenshot.

07 / 专用基础设施

Reference architecture

设计 deployment around access and network boundaries.

VPNs, private networks, identity controls and role separation are deployment architecture choices. See the architecture reference for deeper infrastructure context; this illustration is not a screenshot of a 已验证 customer deployment.

WORKFLOW

网络 设计

Choose public or private connectivity deliberately.

WORKFLOW

访问 policy

Scope identities and roles to required work.

WORKFLOW

运行中 review

验证 the actual deployment configuration.

探索 the architecture reference

Concept illustration of secure private AI infrastructure
概念 visualizationIllustration — not a 实时 product screenshot.

08 / 多-模型 路由

Configuration-dependent

Choose providers by capability, cost and fallback.

模型 selection can consider task requirements, latency, provider pricing, data policy and fallback behavior. 可用 models depend on credentials and configuration; no model-count claim is made here.

WORKFLOW

Capability

Select a model suited to the task.

WORKFLOW

成本 & latency

比较 current provider terms and measured response time.

WORKFLOW

回退

定义 what happens when a provider is unavailable.

Concept diagram of multi-model selection
概念 visualizationIllustration — not a 实时 product screenshot.

09 / 审核 & 审批

人工审批 required

规划, build, test, audit, then request approval.

A controlled workflow makes review explicit. A public marketing page does not activate execution, grant privileged access or change production 系统.

WORKFLOW

PLAN

描述 the intended change and its boundaries.

WORKFLOW

BUILD & TEST

准备 the change and check expected behavior.

WORKFLOW

AUDIT & APPROVE

审核 evidence; a human decides whether to proceed.

Concept diagram of reviewed AI execution stages
概念 visualizationIllustration — not a 实时 product screenshot.

10 / 中小企业 应用场景

Illustrative scenarios

开始 with useful, bounded business 工作流.

These are illustrative scenarios, not customer case studies or measured results. Each workflow needs its own requirements, data review and acceptance checks.

WORKFLOW

销售 reporting

Collect and summarize figures for a person to review.

WORKFLOW

Customer service

草稿 responses for review under defined policies.

WORKFLOW

Catalogue 工作流

准备 product data for validation before publishing.

WORKFLOW

维护

Organize reminders and service records.

Business owner operating an AI workflow through a laptop
概念 visualizationIllustration — not a 实时 product screenshot.

11 / 效率 & 证据

Benchmarks pending verification

测量 the workflow before making performance claims.

Benchmarks to be published after verification. No 实时 performance figures or savings are asserted here.

任务 definition记录 the input, expected output and acceptance criteria.
基线测量 the existing process under documented conditions.
可重复性Run comparable tests and retain the method and results.
Publication分享 only reviewed figures with scope, date and source.

12 / 路线图 & 下一步

Recorded demo available

审核 the current scope, then discuss a pilot.

The public 命令行 page is a recorded replay. 其他 capabilities described here are architecture concepts or deployment-dependent; no autonomous 构建者/Auditor execution is represented as 实时.

演示
Recorded technical replay历史数据 playback on /cli/; not 实时 telemetry.
In development
构建者 and Auditor workflowPublic execution remains off.
Planned
部署-specific integrations确认 availability and access scope for each pilot.
Illustration of a technology roadmap
概念 visualizationIllustration — not a 实时 product screenshot.
智慧城市 AI驱动的智慧城市基础设施与运营 24 个领域 → 一个智能运营层 探索 →
IC 设计运营 可重复性、可追溯性与验证智能 21 个独立服务 → 85% 无需 LLM 探索 →
机器人技术 工业边缘的受管控机器人技术 感知 → 安全网关 → 控制器 探索 →
NeuralOps 托管 infrastructure for 中小企业, without 企业 overhead 从 RM499/year · scoped after assessment 探索 plans →

常见问题

What are AINNA agentic AI 系统?

They are AI 智能体 that carry out defined operational work on private infrastructure, with controlled execution, logging and human approval gates.

What is 分离式处理?

分离式 processing runs recurring 工作流 independently of the chat interface so operational 系统 keep working without manual prompting.

Where do AINNA agents run?

On private or on-premises infrastructure, so the organisation keeps control of its data and inference.

How is cost kept predictable?

智能路由 sends each task to the smallest sufficient intelligence layer, reducing spend on large-模型调用 for simple work.

来源与参考

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